OAK vs. TOR

Load packages:

library(tidyverse)
library(readr)
library(baseballr)
library(plotly)
library(CalledStrike)
library(knitr)
library(kableExtra)
library(rpart)
library(patchwork)

Load data:

# filter out columns with majority NAs, or variables not needed for this analysis
clean <- OAK_TOR %>% 
  dplyr::select(pitch_type:pitcher...8, description, zone:type, balls:plate_z, outs_when_up:inning_topbot, sz_top, sz_bot, effective_speed, release_spin_rate, 
                game_pk, release_pos_y, at_bat_number:post_bat_score, spin_axis:delta_run_exp)

# add an id for each observation
clean <- clean %>% 
  mutate(id = 1:277)

# filter to pitches of interest and add in sz_l and sz_r
OAK_TOR_filtered <- clean %>% 
  filter(description %in% c("ball", "blocked_ball", "called_strike")) %>% 
  mutate(sz_l = -8.5/12, sz_r = 8.5/12)

Score:

ot_scores <- OAK_TOR %>% 
  group_by(inning) %>% 
  summarise(TOR = max(home_score),
            OAK = max(away_score)) %>% 
  pivot_longer(cols = TOR:OAK,
               names_to = "team", 
               values_to = "score")
ot_scores %>% 
  ggplot(aes(x = inning, y = score, fill = team)) +
  geom_col(alpha = 0.8, position = "dodge") +
  labs(title = "Oakland Athletics vs. Toronto Blue Jays", 
       subtitle = "April 16, 2022",
       x = "Inning", y = "Runs Scored", fill = "Team") +
  theme_bw() +
  scale_x_continuous(breaks = 1:9) +
  scale_fill_manual(values = c("springgreen4", "darkblue"))

Finding the incorrect calls:

long <- OAK_TOR_filtered %>% 
  mutate(new_sz_top = sz_top + b_rad,
         new_sz_bot = sz_bot - b_rad,
         new_sz_l = sz_l - b_rad,
         new_sz_r = sz_r + b_rad)
long <- long %>% 
  dplyr::select(-c(game_year:pfx_z))

calc_long <- long %>% 
  mutate(true = case_when(plate_z > new_sz_top | plate_z < new_sz_bot ~ "ball",
                          plate_x > new_sz_r | plate_x < new_sz_l ~ "ball",
                          TRUE ~ "strike"))
table(calc_long$true)

## 
##   ball strike 
##    115     45

graph <- calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = true)) +
  geom_point(alpha = .8) +
  labs(title = "Call result from the code") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
#ggplotly(graph)

graph_2 <- calc_long %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = type)) +
  geom_point(alpha = .8) +
  labs(title = "Umpire's call") +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

graph + graph_2

From this side-by-side comparison we can see the code is better at identifying strikes in the horizontal plane, with a few pitches above and below the zone being called strikes. The umpire is the opposite; their strength is the vertical plane and calls many incorrect strikes that were too wide.

identify <- calc_long %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify$call)

## 
## fail pass 
##   29  131

All pitches that were called_strike, ball, and blocked_ball

fill <- which(identify$call == "fail")

identify %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  row_spec(fill, background = "skyblue") %>% 
  scroll_box(height = "500px", width = "100%")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	sz_l	sz_r	new_sz_top	new_sz_bot	new_sz_l	new_sz_r	true	call
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	89.5	2.25	6.04	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	1	0	1.30	2.14	0	1	Top	3.40	1.57	89.1	2104	661759	54.03	1	2	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.063	2	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	-0.7083333	0.7083333	3.440833	1.339167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	89.5	2.19	6.08	Ryu, Hyun Jin	640461	547943	called_strike	5	R	R	L	TOR	OAK	S	3	0	-0.21	2.27	0	1	Top	3.47	1.52	89.0	2061	661759	54.10	1	4	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.076	4	-0.7083333	0.7083333	3.590833	1.399167	-0.8291667	0.8291667	strike	pass
FC	4/16/2022	86.1	2.11	6.11	Ryu, Hyun Jin	462101	547943	called_strike	1	R	R	L	TOR	OAK	S	0	1	-0.52	3.24	1	1	Top	3.29	1.38	86.1	2007	661759	54.13	2	2	Cutter	0	0	0	0	0	0	0	156	0.000	-0.031	7	-0.7083333	0.7083333	3.410833	1.259167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	90.2	2.14	6.02	Ryu, Hyun Jin	476704	547943	called_strike	3	R	R	L	TOR	OAK	S	0	0	0.66	2.99	2	1	Top	3.51	1.60	90.2	1993	661759	54.03	3	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.017	9	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	78.7	2.40	5.86	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2.14	2.89	2	1	Top	3.45	1.46	78.6	1488	661759	54.13	3	2	Changeup	0	0	0	0	0	0	0	117	0.000	0.011	10	-0.7083333	0.7083333	3.570833	1.339167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	91.8	-1.88	6.13	Blackburn, Paul	606132	621112	called_strike	7	R	L	R	TOR	OAK	S	0	0	-0.53	1.71	0	1	Bot	3.49	1.63	91.5	1995	661759	54.34	4	1	Sinker	0	0	0	0	0	0	0	211	0.000	-0.034	13	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	92.8	-1.77	5.99	Blackburn, Paul	665489	621112	ball	13	R	R	R	TOR	OAK	B	0	0	-0.89	1.36	1	1	Bot	3.75	1.63	92.6	1949	661759	54.28	6	1	Sinker	0	0	0	0	0	0	0	208	0.000	0.007	18	-0.7083333	0.7083333	3.870833	1.509167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	fail
SI	4/16/2022	92.9	-1.72	6.01	Blackburn, Paul	666971	621112	called_strike	4	R	R	R	TOR	OAK	S	1	0	-0.34	2.61	1	1	Bot	3.37	1.60	92.8	1971	661759	54.29	7	2	Sinker	1	0	1	0	0	1	1	211	-0.034	-0.058	21	-0.7083333	0.7083333	3.490833	1.479167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	68.5	2.00	6.36	Ryu, Hyun Jin	669221	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.20	3.67	0	2	Top	3.40	1.54	67.7	2379	661759	54.34	8	1	Curveball	1	0	0	1	0	1	0	321	0.000	0.033	23	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	79.6	2.35	5.95	Ryu, Hyun Jin	675656	547943	blocked_ball	14	R	R	L	TOR	OAK	B	0	1	0.09	0.48	0	2	Top	3.43	1.57	79.9	1404	661759	53.81	10	2	Changeup	1	1	1	1	1	1	1	124	0.000	0.047	27	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	88.0	2.13	6.07	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.97	2.83	0	2	Top	3.70	1.79	88.3	2015	661759	53.94	11	1	4-Seam Fastball	1	2	2	1	2	1	2	135	0.000	0.055	30	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	87.5	2.04	5.99	Ryu, Hyun Jin	665506	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.16	1.97	0	2	Top	3.47	1.49	87.9	1932	661759	53.90	12	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.047	34	-0.7083333	0.7083333	3.590833	1.369167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	87.9	1.95	6.07	Ryu, Hyun Jin	623515	547943	called_strike	2	R	R	L	TOR	OAK	S	0	0	-0.12	3.33	1	2	Top	3.51	1.57	87.9	1963	661759	54.04	13	1	4-Seam Fastball	1	3	3	1	3	1	3	136	0.000	-0.043	36	-0.7083333	0.7083333	3.630833	1.449167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	71.9	1.89	6.18	Ryu, Hyun Jin	623515	547943	blocked_ball	13	R	R	L	TOR	OAK	B	0	1	-1.67	0.31	1	2	Top	3.47	1.60	71.5	2613	661759	54.00	13	2	Curveball	1	3	3	1	3	1	3	328	0.000	0.029	37	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	85.3	2.02	6.03	Ryu, Hyun Jin	640461	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-1.18	2.05	2	2	Top	3.47	1.60	85.9	2004	661759	53.86	14	1	Cutter	1	3	3	1	3	1	3	155	0.000	0.037	39	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	80.8	-1.71	6.12	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.39	1.06	0	2	Bot	3.37	1.57	80.3	2550	661759	54.35	15	2	Slider	1	3	1	3	3	1	1	26	0.000	0.025	43	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.7	-1.63	5.97	Blackburn, Paul	656305	621112	ball	13	R	R	R	TOR	OAK	B	1	1	-0.50	1.35	0	2	Bot	3.48	1.54	92.9	1851	661759	54.16	15	3	Sinker	1	3	1	3	3	1	1	208	0.000	0.049	44	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.7	-1.65	6.19	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	2	1	0.00	0.72	0	2	Bot	3.45	1.63	87.8	1909	661759	54.06	15	4	Changeup	1	3	1	3	3	1	1	220	0.000	0.114	45	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	93.3	-1.56	6.01	Blackburn, Paul	656305	621112	called_strike	9	R	R	R	TOR	OAK	S	3	1	0.78	1.60	0	2	Bot	3.53	1.68	93.5	1963	661759	54.17	15	5	Sinker	1	3	1	3	3	1	1	205	0.000	-0.076	46	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	93.3	-1.70	5.93	Blackburn, Paul	641470	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.36	1.60	1	2	Bot	3.67	1.65	93.3	1950	661759	54.17	16	1	Sinker	1	3	1	3	3	1	1	212	0.000	0.023	49	-0.7083333	0.7083333	3.790833	1.529167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.5	-1.73	6.05	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	1	0	0.59	0.43	1	2	Bot	3.70	1.63	88.7	2030	661759	54.04	16	2	Changeup	1	3	1	3	3	1	1	224	0.000	0.044	50	-0.7083333	0.7083333	3.820833	1.509167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	-0.7083333	0.7083333	3.740833	1.419167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	-0.7083333	0.7083333	3.300833	1.399167	-0.8291667	0.8291667	ball	fail
FC	4/16/2022	87.7	-1.52	6.09	Blackburn, Paul	672386	621112	ball	12	R	R	R	TOR	OAK	B	0	1	0.37	3.76	1	2	Bot	3.26	1.49	87.4	2562	661759	54.42	17	2	Cutter	1	3	1	3	3	1	1	159	0.000	0.031	55	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.3	-1.65	6.07	Blackburn, Paul	672386	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.92	0.84	1	2	Bot	3.26	1.46	87.3	1948	661759	54.12	17	3	Changeup	1	3	1	3	3	1	1	218	0.000	0.073	56	-0.7083333	0.7083333	3.380833	1.339167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	-0.7083333	0.7083333	3.610833	1.489167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.3	-1.55	6.09	Blackburn, Paul	669289	621112	ball	11	R	R	R	TOR	OAK	B	0	1	-1.09	2.81	2	2	Bot	3.59	1.60	92.5	2002	661759	54.18	18	2	Sinker	1	3	1	3	3	1	1	206	0.000	0.026	59	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.7	-1.44	6.00	Blackburn, Paul	669289	621112	called_strike	3	R	R	R	TOR	OAK	S	1	1	0.68	3.06	2	2	Bot	3.48	1.57	92.5	2157	661759	54.14	18	3	4-Seam Fastball	1	3	1	3	3	1	1	211	0.000	-0.051	60	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	87.6	2.25	6.02	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	0	0	1.34	2.39	0	3	Top	3.32	1.41	87.7	1903	661759	53.99	19	1	4-Seam Fastball	1	3	3	1	3	1	3	134	0.000	0.033	62	-0.7083333	0.7083333	3.440833	1.289167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	70.2	1.97	6.26	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	1	0	0.71	3.66	0	3	Top	3.10	1.35	69.7	2489	661759	54.16	19	2	Curveball	1	3	3	1	3	1	3	319	0.000	0.063	63	-0.7083333	0.7083333	3.220833	1.229167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.0	2.08	6.06	Ryu, Hyun Jin	462101	547943	ball	11	R	R	L	TOR	OAK	B	2	1	-1.42	2.85	0	3	Top	3.29	1.41	86.4	1973	661759	53.95	19	4	Cutter	1	3	3	1	3	1	3	150	0.000	0.114	65	-0.7083333	0.7083333	3.410833	1.289167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	89.1	2.04	5.92	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	1.39	2.54	1	3	Top	3.45	1.54	89.8	1926	661759	53.92	20	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.016	68	-0.7083333	0.7083333	3.570833	1.419167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	71.8	1.86	6.18	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.77	1.37	1	3	Top	3.45	1.60	71.3	2538	661759	54.10	21	1	Curveball	1	3	3	1	3	1	3	324	0.000	0.042	70	-0.7083333	0.7083333	3.570833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	84.8	1.97	6.14	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	1	0	-1.32	2.01	1	3	Top	3.49	1.60	85.3	1963	661759	53.87	21	2	Cutter	1	3	3	1	3	1	3	157	0.000	0.080	71	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	-0.7083333	0.7083333	3.570833	1.589167	-0.8291667	0.8291667	ball	fail
FC	4/16/2022	87.2	-1.64	6.09	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	0	1	1.03	3.87	0	3	Bot	3.67	1.74	87.5	2543	661759	54.37	24	2	Cutter	1	5	1	5	5	1	1	153	0.000	0.025	76	-0.7083333	0.7083333	3.790833	1.619167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.0	-1.60	6.05	Blackburn, Paul	605548	621112	ball	14	R	L	R	TOR	OAK	B	1	1	0.26	1.19	0	3	Bot	3.70	1.79	88.1	1962	661759	54.19	24	3	Changeup	1	5	1	5	5	1	1	219	0.000	0.049	77	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.5	-1.73	5.93	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.06	2.53	1	3	Bot	3.53	1.63	91.6	2026	661759	54.20	25	1	Sinker	1	5	1	5	5	1	1	215	0.000	0.023	80	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	80.6	-1.72	5.88	Blackburn, Paul	666182	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.34	1.78	2	3	Bot	3.73	1.71	80.1	2702	661759	54.24	26	2	Slider	1	5	1	5	5	1	1	40	0.000	0.011	83	-0.7083333	0.7083333	3.850833	1.589167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	-0.7083333	0.7083333	3.780833	1.599167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	88.1	2.01	5.92	Ryu, Hyun Jin	542194	547943	called_strike	8	R	R	L	TOR	OAK	S	0	0	-0.08	1.71	0	4	Top	3.62	1.71	88.4	1913	661759	53.83	27	1	4-Seam Fastball	1	5	5	1	5	1	5	135	0.000	-0.034	86	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	strike	pass
FC	4/16/2022	84.1	2.10	6.01	Ryu, Hyun Jin	542194	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.52	2.71	0	4	Top	3.73	1.74	84.8	1917	661759	53.97	27	2	Cutter	1	5	5	1	5	1	5	156	0.000	0.025	87	-0.7083333	0.7083333	3.850833	1.619167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	86.6	2.06	6.05	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	1	1	0.19	4.65	0	4	Top	3.78	1.79	87.1	1984	661759	53.96	27	3	Cutter	1	5	5	1	5	1	5	149	0.000	0.049	88	-0.7083333	0.7083333	3.900833	1.669167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	71.6	1.91	6.13	Ryu, Hyun Jin	665506	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.60	0.49	1	4	Top	3.47	1.63	71.3	2647	661759	54.08	28	1	Curveball	1	5	5	1	5	1	5	326	0.000	0.023	90	-0.7083333	0.7083333	3.590833	1.509167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	90.0	2.09	5.83	Ryu, Hyun Jin	623515	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.00	0.92	2	4	Top	3.47	1.57	90.1	2030	661759	53.85	29	1	4-Seam Fastball	1	5	5	1	5	1	5	133	0.000	0.015	93	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	80.1	-1.76	5.98	Blackburn, Paul	666971	621112	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.32	2.64	1	4	Bot	3.59	1.71	79.5	2602	661759	54.40	31	1	Slider	1	5	1	5	5	1	1	41	0.000	-0.024	97	-0.7083333	0.7083333	3.710833	1.589167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	91.6	-1.55	5.99	Blackburn, Paul	666971	621112	ball	13	R	R	R	TOR	OAK	B	0	1	-1.39	0.63	1	4	Bot	3.55	1.65	91.3	2066	661759	54.18	31	2	Sinker	1	5	1	5	5	1	1	208	0.000	0.016	98	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.8	-1.55	5.96	Blackburn, Paul	666971	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.01	0.42	1	4	Bot	3.48	1.68	92.9	2066	661759	54.16	31	3	Sinker	1	5	1	5	5	1	1	221	0.000	0.033	99	-0.7083333	0.7083333	3.600833	1.559167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	80.3	-1.46	6.08	Blackburn, Paul	656305	621112	blocked_ball	14	R	R	R	TOR	OAK	B	0	1	0.80	0.65	1	4	Bot	3.37	1.57	79.7	2821	661759	54.23	32	2	Curveball	1	5	1	5	5	1	1	25	0.000	0.031	102	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.3	-1.54	6.12	Blackburn, Paul	641470	621112	called_strike	5	R	L	R	TOR	OAK	S	0	0	-0.07	3.00	1	4	Bot	3.64	1.68	87.1	1898	661759	54.25	33	1	Changeup	1	5	1	5	5	1	1	215	0.000	-0.081	104	-0.7083333	0.7083333	3.760833	1.559167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	86.6	-1.67	6.06	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	0	1	0.38	1.02	1	4	Bot	3.67	1.60	86.7	1809	661759	54.06	33	2	Changeup	1	5	1	5	5	1	1	220	0.000	0.055	105	-0.7083333	0.7083333	3.790833	1.479167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.3	-1.50	6.13	Blackburn, Paul	641470	621112	ball	11	R	L	R	TOR	OAK	B	1	1	-1.18	4.37	1	4	Bot	3.70	1.68	91.3	1976	661759	54.18	33	3	Sinker	1	5	1	5	5	1	1	211	0.000	0.072	106	-0.7083333	0.7083333	3.820833	1.559167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	79.6	-1.64	5.96	Blackburn, Paul	672386	621112	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.29	2.87	1	4	Bot	3.23	1.46	79.2	2639	661759	54.28	34	1	Slider	2	5	2	5	5	2	2	45	0.000	-0.081	110	-0.7083333	0.7083333	3.350833	1.339167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	-0.7083333	0.7083333	3.360833	1.369167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	91.4	-0.80	5.87	Thornton, Trent	462101	663423	ball	11	R	R	R	TOR	OAK	B	0	0	-1.58	3.71	0	5	Top	3.18	1.43	91.1	2142	661759	54.43	36	1	Sinker	2	5	5	2	5	2	5	199	0.000	0.059	114	-0.7083333	0.7083333	3.300833	1.309167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.5	-0.77	5.82	Thornton, Trent	462101	663423	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.65	2.52	0	5	Top	3.18	1.35	93.1	2305	661759	54.41	36	2	4-Seam Fastball	2	5	5	2	5	2	5	204	0.000	-0.074	115	-0.7083333	0.7083333	3.300833	1.229167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	93.4	-0.82	5.75	Thornton, Trent	476704	663423	ball	13	R	L	R	TOR	OAK	B	0	0	-0.20	0.47	2	5	Top	3.53	1.65	92.8	2226	661759	54.31	37	1	4-Seam Fastball	2	5	5	2	5	2	5	202	0.000	0.015	117	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	78.6	-0.76	5.96	Thornton, Trent	476704	663423	ball	14	R	L	R	TOR	OAK	B	1	0	0.82	0.90	2	5	Top	3.45	1.57	77.8	3001	661759	54.62	37	2	Curveball	2	5	5	2	5	2	5	25	0.000	0.023	118	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.2	-0.61	5.77	Thornton, Trent	476704	663423	called_strike	4	R	L	R	TOR	OAK	S	2	0	-0.40	2.30	2	5	Top	3.48	1.65	91.8	2416	661759	54.35	37	3	4-Seam Fastball	2	5	5	2	5	2	5	205	0.000	-0.023	119	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	86.6	-1.65	6.08	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	0	0	0.08	0.92	0	5	Bot	3.51	1.54	86.9	1884	661759	54.12	38	1	Changeup	2	5	2	5	5	2	2	218	0.000	0.033	121	-0.7083333	0.7083333	3.630833	1.419167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	85.4	-1.52	6.09	Blackburn, Paul	669289	621112	called_strike	9	R	R	R	TOR	OAK	S	1	0	0.73	1.78	0	5	Bot	3.53	1.60	85.7	2595	661759	54.24	38	2	Cutter	2	5	2	5	5	2	2	129	0.000	-0.043	122	-0.7083333	0.7083333	3.650833	1.479167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	93.1	-1.43	5.94	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	1	2	2.30	2.24	0	5	Bot	3.48	1.54	93.2	2233	661759	54.13	38	4	Sinker	2	5	2	5	5	2	2	205	0.000	0.037	124	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.0	-1.63	6.07	Blackburn, Paul	605548	621112	ball	11	R	L	R	TOR	OAK	B	0	0	-1.53	2.85	1	5	Bot	3.73	1.76	86.9	1920	661759	54.25	39	1	Changeup	2	5	2	5	5	2	2	212	0.000	0.023	126	-0.7083333	0.7083333	3.850833	1.639167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.0	-1.73	5.88	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	1	2	0.20	4.91	1	5	Bot	3.73	1.79	91.7	2268	661759	54.21	39	4	4-Seam Fastball	2	5	2	5	5	2	2	213	0.000	0.023	129	-0.7083333	0.7083333	3.850833	1.669167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	80.4	-1.71	5.84	Blackburn, Paul	605548	621112	called_strike	14	R	L	R	TOR	OAK	S	2	2	0.61	1.67	1	5	Bot	3.75	1.79	79.7	2764	661759	54.23	39	5	Slider	2	5	2	5	5	2	2	38	-0.016	-0.134	130	-0.7083333	0.7083333	3.870833	1.669167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	-0.7083333	0.7083333	3.610833	1.639167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	77.9	-1.98	5.84	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	1	-1.60	1.98	2	5	Bot	3.53	1.63	77.0	2709	661759	54.43	40	2	Slider	2	5	2	5	5	2	2	42	0.000	0.011	132	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	85.8	-1.61	5.91	Blackburn, Paul	606132	621112	ball	12	R	L	R	TOR	OAK	B	1	1	1.19	3.71	2	5	Bot	3.51	1.68	85.8	2602	661759	54.28	40	3	Cutter	2	5	2	5	5	2	2	126	0.000	0.021	133	-0.7083333	0.7083333	3.630833	1.559167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	87.0	-1.61	6.06	Blackburn, Paul	606132	621112	ball	14	R	L	R	TOR	OAK	B	2	1	1.53	0.56	2	5	Bot	3.48	1.74	87.0	1914	661759	54.21	40	4	Changeup	2	5	2	5	5	2	2	219	0.000	0.039	134	-0.7083333	0.7083333	3.600833	1.619167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.2	-0.60	5.86	Thornton, Trent	641914	663423	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.33	3.20	1	6	Top	3.37	1.49	93.0	2357	661759	54.47	42	1	4-Seam Fastball	2	5	5	2	5	2	5	196	0.000	-0.024	138	-0.7083333	0.7083333	3.490833	1.369167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	92.9	-0.76	5.83	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	0	2	0.94	2.03	1	6	Top	3.45	1.57	92.8	2463	661759	54.32	42	3	4-Seam Fastball	2	5	5	2	5	2	5	198	0.000	0.011	140	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	82.3	-1.47	5.31	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	1	2	2.36	1.56	1	6	Top	3.48	1.57	81.6	2916	661759	54.51	42	4	Slider	2	5	5	2	5	2	5	71	0.000	0.023	141	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	-0.7083333	0.7083333	3.330833	1.309167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	82.0	-1.27	5.38	Thornton, Trent	675656	663423	ball	14	R	R	R	TOR	OAK	B	0	2	1.86	1.55	2	6	Top	3.37	1.54	81.6	3015	661759	54.41	43	3	Slider	2	5	5	2	5	2	5	60	0.000	0.011	146	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	94.3	-1.78	5.66	Acevedo, Domingo	666182	642758	ball	12	R	R	R	TOR	OAK	B	0	0	1.21	2.68	0	6	Bot	3.73	1.63	92.5	2200	661759	55.01	44	1	4-Seam Fastball	2	5	2	5	5	2	2	229	0.000	0.033	148	-0.7083333	0.7083333	3.850833	1.509167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	-0.7083333	0.7083333	3.780833	1.569167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.9	-1.74	5.64	Acevedo, Domingo	665489	642758	ball	12	R	R	R	TOR	OAK	B	0	0	0.91	4.43	1	6	Bot	3.70	1.65	92.0	2195	661759	55.03	45	1	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	0.023	151	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	88.1	-2.14	5.69	Acevedo, Domingo	666971	642758	called_strike	8	R	R	R	TOR	OAK	S	0	0	-0.19	1.99	2	6	Bot	3.55	1.63	86.5	2141	661759	55.27	46	1	Slider	2	5	2	5	5	2	2	247	0.000	-0.017	154	-0.7083333	0.7083333	3.670833	1.509167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	93.6	-1.86	5.59	Acevedo, Domingo	666971	642758	ball	13	R	R	R	TOR	OAK	B	0	1	-1.29	2.51	2	6	Bot	3.55	1.68	92.1	2178	661759	54.94	46	2	4-Seam Fastball	2	5	2	5	5	2	2	235	0.000	0.011	155	-0.7083333	0.7083333	3.670833	1.559167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.3	-1.68	5.49	Acevedo, Domingo	666971	642758	ball	12	R	R	R	TOR	OAK	B	1	1	1.57	3.12	2	6	Bot	3.51	1.63	91.0	2249	661759	55.33	46	3	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.021	156	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.2	-1.86	5.47	Acevedo, Domingo	666971	642758	ball	11	R	R	R	TOR	OAK	B	2	1	-0.60	3.72	2	6	Bot	3.55	1.74	91.8	2126	661759	54.90	46	4	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.039	157	-0.7083333	0.7083333	3.670833	1.619167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.4	-1.62	5.51	Acevedo, Domingo	666971	642758	called_strike	6	R	R	R	TOR	OAK	S	3	1	0.66	2.47	2	6	Bot	3.55	1.65	90.1	2212	661759	55.29	46	5	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	-0.036	158	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	85.5	-2.09	5.91	Acevedo, Domingo	672386	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	-0.24	2.54	2	6	Bot	3.26	1.49	83.9	2154	661759	55.18	49	1	Slider	5	5	5	5	5	5	5	242	0.000	-0.017	162	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	92.6	-1.84	5.69	Acevedo, Domingo	669289	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.03	2.51	2	6	Bot	3.51	1.52	90.8	2147	661759	55.03	50	1	4-Seam Fastball	5	5	5	5	5	5	5	231	0.000	-0.035	164	-0.7083333	0.7083333	3.630833	1.399167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	85.9	-1.82	5.95	Acevedo, Domingo	669289	642758	ball	14	R	R	R	TOR	OAK	B	0	1	0.10	0.83	2	6	Bot	3.43	1.57	84.7	1955	661759	54.82	50	2	Changeup	5	5	5	5	5	5	5	247	0.000	0.026	165	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	86.9	-2.16	5.82	Acevedo, Domingo	669289	642758	ball	13	R	R	R	TOR	OAK	B	1	1	-1.07	2.22	2	6	Bot	3.45	1.57	85.6	2049	661759	55.11	50	3	Slider	5	5	5	5	5	5	5	244	0.000	0.029	166	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	82.5	-1.51	6.28	Grimm, Justin	605548	518748	ball	14	R	L	R	TOR	OAK	B	0	1	1.72	2.39	2	6	Bot	3.67	1.68	83.0	2195	661759	53.60	51	2	Curveball	5	5	5	5	5	5	5	33	0.000	0.037	169	-0.7083333	0.7083333	3.790833	1.559167	-0.8291667	0.8291667	ball	pass
KC	4/16/2022	79.6	-2.53	6.21	Phelps, David	542194	475479	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.14	2.90	0	7	Top	3.75	1.74	78.1	2505	661759	55.39	52	1	Knuckle Curve	5	5	5	5	5	5	5	42	0.000	-0.034	172	-0.7083333	0.7083333	3.870833	1.619167	-0.8291667	0.8291667	strike	pass
KC	4/16/2022	78.2	-2.46	6.26	Phelps, David	542194	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.50	0.44	0	7	Top	3.62	1.71	76.3	2554	661759	55.44	52	3	Knuckle Curve	5	5	5	5	5	5	5	30	0.000	0.017	174	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	89.4	-2.46	6.20	Phelps, David	542194	475479	ball	13	R	R	R	TOR	OAK	B	1	2	-0.33	1.41	0	7	Top	3.48	1.65	88.1	2403	661759	55.31	52	4	Cutter	5	5	5	5	5	5	5	208	0.000	0.037	175	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	93.6	-2.35	6.13	Phelps, David	665506	475479	called_strike	8	R	R	R	TOR	OAK	S	0	1	-0.25	1.60	1	7	Top	3.47	1.57	91.9	2182	661759	55.12	53	2	Sinker	5	5	5	5	5	5	5	212	0.000	-0.031	178	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	strike	pass
KC	4/16/2022	80.3	-2.46	6.17	Phelps, David	665506	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.16	0.98	1	7	Top	3.47	1.57	78.8	2615	661759	55.41	53	5	Knuckle Curve	5	5	5	5	5	5	5	29	0.000	0.011	181	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass
KC	4/16/2022	81.3	-2.59	6.17	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	0	0	-0.28	1.13	2	7	Top	3.56	1.65	79.6	2605	661759	55.39	54	1	Knuckle Curve	5	5	5	5	5	5	5	35	0.000	0.015	183	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	pass
KC	4/16/2022	80.1	-2.67	6.24	Phelps, David	664913	475479	ball	11	R	L	R	TOR	OAK	B	1	0	-0.91	3.67	2	7	Top	3.51	1.60	78.4	2581	661759	55.48	54	2	Knuckle Curve	5	5	5	5	5	5	5	39	0.000	0.023	184	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	89.1	-2.58	6.14	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	2	0	-0.10	1.09	2	7	Top	3.64	1.60	87.6	2426	661759	55.32	54	3	Cutter	5	5	5	5	5	5	5	194	0.000	0.042	185	-0.7083333	0.7083333	3.760833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	92.2	-1.76	6.27	Grimm, Justin	606132	518748	called_strike	1	R	L	R	TOR	OAK	S	0	0	-0.51	3.20	0	7	Bot	3.49	1.71	92.5	2176	661759	53.74	55	1	4-Seam Fastball	5	5	5	5	5	5	5	210	0.000	-0.034	188	-0.7083333	0.7083333	3.610833	1.589167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	83.9	-1.96	6.06	Grimm, Justin	606132	518748	ball	14	R	L	R	TOR	OAK	B	0	2	2.50	0.51	0	7	Bot	3.49	1.60	83.9	2506	661759	53.71	55	3	Curveball	5	5	5	5	5	5	5	37	0.000	0.017	190	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	-0.7083333	0.7083333	3.820833	1.589167	-0.8291667	0.8291667	ball	fail
CU	4/16/2022	83.6	-1.86	6.12	Grimm, Justin	665489	518748	ball	14	R	R	R	TOR	OAK	B	0	1	1.47	0.75	2	7	Bot	3.59	1.60	83.5	2464	661759	53.78	57	2	Curveball	5	5	5	5	5	5	5	40	0.000	0.011	194	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	-0.7083333	0.7083333	3.380833	1.259167	-0.8291667	0.8291667	strike	fail
CU	4/16/2022	79.7	-2.82	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	0	1	0.84	0.87	1	8	Top	3.29	1.35	78.3	2749	661759	54.89	59	2	Curveball	5	5	5	5	5	5	5	56	0.000	0.016	200	-0.7083333	0.7083333	3.410833	1.229167	-0.8291667	0.8291667	ball	pass
CU	4/16/2022	81.0	-2.85	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	1	1	1.01	0.94	1	8	Top	3.34	1.38	79.8	2662	661759	54.82	59	3	Curveball	5	5	5	5	5	5	5	83	0.000	0.033	201	-0.7083333	0.7083333	3.460833	1.259167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	93.6	-2.77	5.09	Garcia, Yimi	462101	554340	ball	13	R	R	R	TOR	OAK	B	2	2	-0.27	0.63	1	8	Top	3.40	1.41	92.3	2210	661759	54.60	59	5	Sinker	5	5	5	5	5	5	5	226	0.000	0.073	203	-0.7083333	0.7083333	3.520833	1.289167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	-0.7083333	0.7083333	3.350833	1.289167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	87.6	-2.83	5.17	Garcia, Yimi	476704	554340	ball	14	R	L	R	TOR	OAK	B	0	0	1.42	2.26	1	8	Top	3.59	1.85	86.6	2437	661759	54.83	60	1	Slider	5	5	5	5	5	5	5	199	0.000	0.042	205	-0.7083333	0.7083333	3.710833	1.729167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	91.9	-2.81	5.17	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	1	0	-1.24	1.37	1	8	Top	3.59	1.74	90.5	2138	661759	54.80	60	2	Sinker	5	5	5	5	5	5	5	225	0.000	0.080	206	-0.7083333	0.7083333	3.710833	1.619167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	93.0	-2.88	5.13	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	2	0	-1.29	2.07	1	8	Top	3.56	1.74	91.7	2179	661759	54.84	60	3	Sinker	5	5	5	5	5	5	5	220	0.000	0.108	207	-0.7083333	0.7083333	3.680833	1.619167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	90.7	-2.65	5.20	Garcia, Yimi	476704	554340	ball	11	R	L	R	TOR	OAK	B	3	0	-1.06	3.10	1	8	Top	3.51	1.63	89.6	2088	661759	54.74	60	4	Sinker	5	5	5	5	5	5	5	230	-0.066	0.150	208	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	94.2	-2.82	5.10	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	0	0	-1.85	2.16	1	8	Top	3.53	1.68	93.3	2192	661759	54.63	61	1	Sinker	5	5	5	5	5	5	5	228	0.000	0.063	209	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	89.4	-2.84	5.12	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	1	0	0.08	2.13	1	8	Top	3.49	1.63	88.7	2455	661759	54.75	61	2	Slider	5	5	5	5	5	5	5	207	0.000	-0.089	210	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass
CH	4/16/2022	87.1	-2.73	5.22	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	1	1	-0.41	1.29	1	8	Top	3.49	1.68	86.0	1757	661759	54.69	61	3	Changeup	5	5	5	5	5	5	5	246	0.000	0.072	211	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	92.3	-2.73	5.23	Garcia, Yimi	669221	554340	ball	11	R	R	R	TOR	OAK	B	2	1	-1.60	2.63	1	8	Top	3.49	1.68	90.7	2078	661759	54.91	61	4	Sinker	5	5	5	5	5	5	5	228	-0.107	0.172	212	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	94.6	-2.88	5.00	Garcia, Yimi	669221	554340	called_strike	5	R	R	R	TOR	OAK	S	3	1	0.14	2.78	1	8	Top	3.43	1.63	93.9	2285	661759	54.69	61	5	4-Seam Fastball	5	5	5	5	5	5	5	236	0.000	-0.203	213	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	94.3	-2.86	5.03	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	3	2	-0.18	1.98	1	8	Top	3.43	1.63	93.9	2346	661759	54.61	61	6	4-Seam Fastball	5	5	5	5	5	5	5	229	0.164	-0.680	214	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	-0.7083333	0.7083333	3.300833	1.419167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	-0.7083333	0.7083333	3.520833	1.529167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.6	-0.20	6.61	Jiménez, Dany	666971	666204	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.76	2.90	0	8	Bot	3.48	1.71	80.5	2267	661759	54.87	63	2	Slider	5	5	5	5	5	5	5	115	0.000	-0.043	218	-0.7083333	0.7083333	3.600833	1.589167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.8	-0.27	6.48	Jiménez, Dany	666971	666204	ball	12	R	R	R	TOR	OAK	B	1	2	0.10	5.78	0	8	Bot	3.55	1.60	93.9	2218	661759	54.73	63	4	4-Seam Fastball	5	5	5	5	5	5	5	192	0.000	0.037	220	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	83.3	-0.08	6.44	Jiménez, Dany	666971	666204	ball	14	R	R	R	TOR	OAK	B	2	2	0.91	1.35	0	8	Bot	3.55	1.60	82.7	2370	661759	54.74	63	5	Slider	5	5	5	5	5	5	5	92	0.000	0.103	221	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	82.9	-0.18	6.54	Jiménez, Dany	656305	666204	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.60	2.48	1	8	Bot	3.37	1.57	82.3	2415	661759	54.85	64	1	Slider	5	5	5	5	5	5	5	83	0.000	-0.024	223	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	94.4	0.02	6.45	Jiménez, Dany	656305	666204	ball	12	R	R	R	TOR	OAK	B	0	1	1.26	3.78	1	8	Bot	3.45	1.57	93.6	2191	661759	54.55	64	2	4-Seam Fastball	5	5	5	5	5	5	5	196	0.000	0.016	224	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	82.1	-0.21	6.45	Jiménez, Dany	656305	666204	called_strike	9	R	R	R	TOR	OAK	S	1	1	0.75	1.86	1	8	Bot	3.37	1.54	81.6	2395	661759	54.75	64	3	Slider	5	5	5	5	5	5	5	86	0.000	-0.036	225	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	-0.7083333	0.7083333	3.500833	1.519167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	-0.7083333	0.7083333	3.850833	1.559167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.6	-0.21	6.44	Jiménez, Dany	641470	666204	called_strike	9	R	L	R	TOR	OAK	S	1	0	0.62	2.25	2	8	Bot	3.70	1.65	80.8	2360	661759	54.86	65	2	Slider	5	5	5	5	5	5	5	76	0.000	-0.021	228	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	83.2	-0.01	6.44	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	1	2	0.86	-0.14	2	8	Bot	3.56	1.57	82.9	2290	661759	54.49	65	4	Slider	5	5	5	5	5	5	5	131	0.000	0.014	230	-0.7083333	0.7083333	3.680833	1.449167	-0.8291667	0.8291667	ball	pass
SL	4/16/2022	83.5	-0.23	6.40	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	2	2	1.10	-1.78	2	8	Bot	3.53	1.65	82.3	2252	661759	54.65	65	5	Slider	5	5	5	5	5	5	5	28	0.000	0.033	231	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	81.5	-1.62	6.05	Merryweather, Julian	641856	657240	ball	13	R	L	R	TOR	OAK	B	0	2	-0.99	1.08	0	9	Top	3.29	1.46	82.2	1299	661759	53.89	66	4	Changeup	5	5	5	5	5	5	5	221	0.000	0.017	236	-0.7083333	0.7083333	3.410833	1.339167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	-0.7083333	0.7083333	3.420833	1.489167	-0.8291667	0.8291667	ball	fail
CU	4/16/2022	80.0	-1.79	6.00	Merryweather, Julian	542194	657240	called_strike	1	R	R	R	TOR	OAK	S	0	0	-0.33	3.21	1	9	Top	3.56	1.71	79.9	2347	661759	54.02	67	1	Curveball	5	5	5	5	5	5	5	25	0.000	-0.024	238	-0.7083333	0.7083333	3.680833	1.589167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	80.4	-1.80	5.99	Merryweather, Julian	542194	657240	ball	11	R	R	R	TOR	OAK	B	0	2	-1.14	4.13	1	9	Top	3.49	1.65	80.5	2055	661759	53.97	67	6	Curveball	5	5	5	5	5	5	5	33	0.000	0.011	243	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	97.2	-1.88	5.95	Merryweather, Julian	665506	657240	ball	13	R	R	R	TOR	OAK	B	0	0	-0.11	1.28	1	9	Top	3.51	1.60	97.9	2271	661759	53.76	68	1	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.042	246	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	81.8	-1.78	6.07	Merryweather, Julian	664913	657240	called_strike	9	R	L	R	TOR	OAK	S	0	0	0.31	2.08	1	9	Top	3.41	1.62	82.5	1374	661759	53.77	69	1	Changeup	5	7	7	5	7	5	7	222	0.000	-0.024	248	-0.7083333	0.7083333	3.530833	1.499167	-0.8291667	0.8291667	strike	pass
CU	4/16/2022	80.1	-1.86	6.04	Merryweather, Julian	664913	657240	ball	11	R	L	R	TOR	OAK	B	0	1	-1.28	4.49	1	9	Top	3.40	1.54	80.2	1812	661759	54.00	69	2	Curveball	5	7	7	5	7	5	7	27	0.000	0.016	249	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	fail
CH	4/16/2022	81.3	-1.65	6.08	Merryweather, Julian	664913	657240	called_strike	4	R	L	R	TOR	OAK	S	2	1	-0.32	2.45	1	9	Top	3.41	1.54	81.5	1342	661759	53.94	69	4	Changeup	5	7	7	5	7	5	7	222	0.000	-0.046	251	-0.7083333	0.7083333	3.530833	1.419167	-0.8291667	0.8291667	strike	pass
SL	4/16/2022	89.0	-1.74	6.02	Merryweather, Julian	640461	657240	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.79	2.37	2	9	Top	3.62	1.65	89.6	2241	661759	53.82	70	1	Slider	5	7	7	5	7	5	7	352	0.000	-0.017	253	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	strike	pass
FF	4/16/2022	96.8	-1.33	6.22	Trivino, Lou	672386	642152	ball	12	R	R	R	TOR	OAK	B	0	0	1.06	2.37	0	9	Bot	2.93	1.32	96.4	2059	661759	54.06	71	1	4-Seam Fastball	5	7	5	7	7	5	5	227	0.000	0.033	256	-0.7083333	0.7083333	3.050833	1.199167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	96.7	-1.35	6.11	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	1	0	1.51	2.05	0	9	Bot	3.18	1.40	96.4	1960	661759	54.08	71	2	4-Seam Fastball	5	7	5	7	7	5	5	226	0.000	0.063	257	-0.7083333	0.7083333	3.300833	1.279167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.7	-1.41	6.14	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	2	0	0.96	1.55	0	9	Bot	2.96	1.29	96.4	2113	661759	54.14	71	3	Sinker	5	7	5	7	7	5	5	223	0.000	0.134	258	-0.7083333	0.7083333	3.080833	1.169167	-0.8291667	0.8291667	ball	pass
FF	4/16/2022	96.3	-1.38	6.21	Trivino, Lou	672386	642152	called_strike	3	R	R	R	TOR	OAK	S	3	0	0.54	2.75	0	9	Bot	3.04	1.38	95.5	1980	661759	54.30	71	4	4-Seam Fastball	5	7	5	7	7	5	5	219	0.000	-0.076	259	-0.7083333	0.7083333	3.160833	1.259167	-0.8291667	0.8291667	strike	pass
SI	4/16/2022	96.9	-1.45	6.16	Trivino, Lou	672386	642152	ball	11	R	R	R	TOR	OAK	B	3	1	-0.64	3.29	0	9	Bot	3.15	1.46	96.7	2081	661759	54.11	71	5	Sinker	5	7	5	7	7	5	5	221	0.090	0.245	260	-0.7083333	0.7083333	3.270833	1.339167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	fail
CH	4/16/2022	87.6	-1.36	6.09	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	0	2	0.83	1.00	0	9	Bot	3.56	1.49	87.7	1851	661759	53.88	72	3	Changeup	5	7	5	7	7	5	5	261	0.000	0.042	263	-0.7083333	0.7083333	3.680833	1.369167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	97.5	-1.33	6.20	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	1	2	0.53	1.46	0	9	Bot	3.59	1.60	97.0	2123	661759	54.24	72	4	Sinker	5	7	5	7	7	5	5	222	0.000	0.085	264	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass
FC	4/16/2022	93.8	-1.16	6.28	Trivino, Lou	543807	642152	ball	14	R	R	R	TOR	OAK	B	0	0	1.66	2.08	1	9	Bot	3.49	1.51	93.7	2237	661759	54.27	73	1	Cutter	5	7	5	7	7	5	5	212	0.000	0.042	266	-0.7083333	0.7083333	3.610833	1.389167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.4	-1.28	6.23	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	1	1	-0.86	4.10	1	9	Bot	3.49	1.49	96.4	2006	661759	54.28	73	3	Sinker	5	7	5	7	7	5	5	244	0.000	0.073	268	-0.7083333	0.7083333	3.610833	1.369167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.0	-1.52	6.14	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	2	1	-0.99	2.84	1	9	Bot	3.45	1.51	88.0	1660	661759	54.12	73	4	Changeup	5	7	5	7	7	5	5	263	0.000	0.102	269	-0.7083333	0.7083333	3.570833	1.389167	-0.8291667	0.8291667	ball	pass
SI	4/16/2022	96.2	-1.42	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	0	0	-2.18	3.94	2	9	Bot	3.48	1.62	96.0	2023	661759	54.28	74	1	Sinker	5	7	5	7	7	5	5	219	0.002	0.032	272	-0.7083333	0.7083333	3.600833	1.499167	-0.8291667	0.8291667	ball	pass
CH	4/16/2022	88.4	-1.45	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	1	1	-1.55	2.95	2	9	Bot	3.49	1.65	88.0	1701	661759	54.32	74	3	Changeup	5	7	5	7	7	5	5	263	0.000	0.036	274	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass

Only the ones identified as incorrect:

incorrect <- identify %>% 
  filter(call == "fail")
incorrect %>% 
  dplyr::select(-des) %>% # took out this variable cause it was long
  kable() %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px", width = "100%")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	sz_l	sz_r	new_sz_top	new_sz_bot	new_sz_l	new_sz_r	true	call
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	fail
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	-0.7083333	0.7083333	3.440833	1.339167	-0.8291667	0.8291667	strike	fail
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	fail
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	-0.7083333	0.7083333	3.740833	1.419167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	-0.7083333	0.7083333	3.300833	1.399167	-0.8291667	0.8291667	ball	fail
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	-0.7083333	0.7083333	3.610833	1.489167	-0.8291667	0.8291667	ball	fail
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	-0.7083333	0.7083333	3.570833	1.589167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	-0.7083333	0.7083333	3.780833	1.599167	-0.8291667	0.8291667	ball	fail
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	-0.7083333	0.7083333	3.360833	1.369167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	-0.7083333	0.7083333	3.610833	1.639167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	-0.7083333	0.7083333	3.330833	1.309167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	-0.7083333	0.7083333	3.780833	1.569167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	-0.7083333	0.7083333	3.820833	1.589167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	-0.7083333	0.7083333	3.380833	1.259167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	-0.7083333	0.7083333	3.350833	1.289167	-0.8291667	0.8291667	strike	fail
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	-0.7083333	0.7083333	3.300833	1.419167	-0.8291667	0.8291667	strike	fail
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	-0.7083333	0.7083333	3.520833	1.529167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	fail
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	-0.7083333	0.7083333	3.500833	1.519167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	-0.7083333	0.7083333	3.850833	1.559167	-0.8291667	0.8291667	strike	fail
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	-0.7083333	0.7083333	3.420833	1.489167	-0.8291667	0.8291667	ball	fail
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	fail
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	fail

incorrect %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = type)) +
  geom_point(alpha = 0.8) +
  labs(title = "Incorrect Calls", subtitle = "Colored by How the Umpire Called It") +
  theme_bw() +
  scale_color_manual(values = c("navyblue", "slategray")) +
  add_zone() + coord_fixed(ratio = 1)

Finding counts of incorrect calls:

incorrect %>% 
  group_by(balls, strikes) %>% 
  summarize(n())

## `summarise()` has grouped output by 'balls'. You can override using the
## `.groups` argument.

## # A tibble: 7 × 3
## # Groups:   balls [4]
##   balls strikes `n()`
##   <dbl>   <dbl> <int>
## 1     0       0    17
## 2     0       1     1
## 3     1       0     1
## 4     1       1     3
## 5     1       2     3
## 6     2       0     2
## 7     3       2     2

Most of the incorrect calls were made during a 0-0 count

Predictive Modeling

Predicting Incorrect Calls

model <- rpart(type ~ outs_when_up + inning + home_score + away_score + balls + strikes, data = identify)
predictions <- as.data.frame(predict(model))
predictions <- predictions %>% 
  mutate(predict_call = case_when(B > S ~ "ball",
                                  S > B ~ "strike"))
table(predictions$predict_call)

## 
##   ball strike 
##    120     40

This is really close to what the true amount of balls and strikes is

Compare predicted call to actual call

# add predictions to the data frame
pred_m <- calc_long %>% 
  mutate(predict_call = predictions$predict_call)

# find the incorrect calls
identify_pm <- pred_m %>% 
  mutate(call = case_when((type == "B" & true == "ball") ~ "pass",
                          (type == "S" & true == "strike") ~ "pass",
                          TRUE ~ "fail"))
table(identify_pm$call)

## 
## fail pass 
##   29  131

Still produces the same number of fail/pass

Predicting Individual Play Results

First draft:

clean_added <- clean %>% 
  mutate(ump_call = case_when(id %in% incorrect$id ~ "incorrect",
                              TRUE ~ "correct"))

model_outcome <- rpart(description ~ ump_call + outs_when_up + inning + bat_score + fld_score + balls + strikes, data = clean_added)
predictions_outcome <- as.data.frame(predict(model_outcome))

# get the column names of the largest values
predictions_outcome$highest<- (colnames(predictions_outcome)[max.col(predictions_outcome)])

# add in to data frame
clean_added <- clean_added %>% 
  mutate(pred_outcome = predictions_outcome$highest)

fill2 <- which(clean_added$ump_call == "incorrect")
clean_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill2, background = "skyblue") %>% 
  scroll_box(height = "500px")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	game_year	pfx_x	pfx_z	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	ump_call	pred_outcome
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	2022	1.15	1.04	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	incorrect	called_strike
FF	4/16/2022	89.5	2.25	6.04	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	1	0	2022	1.19	1.12	1.30	2.14	0	1	Top	3.40	1.57	89.1	2104	661759	54.03	1	2	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.063	2	correct	ball
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	2022	-1.24	-1.23	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	incorrect	called_strike
FF	4/16/2022	89.5	2.19	6.08	Ryu, Hyun Jin	640461	547943	called_strike	5	R	R	L	TOR	OAK	S	3	0	2022	1.20	1.13	-0.21	2.27	0	1	Top	3.47	1.52	89.0	2061	661759	54.10	1	4	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.076	4	correct	ball
FC	4/16/2022	85.0	2.15	6.06	Ryu, Hyun Jin	640461	547943	hit_into_play	1	R	R	L	TOR	OAK	X	3	1	2022	-0.25	0.93	-0.48	2.98	0	1	Top	3.47	1.59	84.8	1993	661759	54.14	1	5	Cutter	0	0	0	0	0	0	0	152	0.022	-0.375	5	correct	hit_into_play
FF	4/16/2022	88.9	2.01	6.08	Ryu, Hyun Jin	462101	547943	swinging_strike	4	R	R	L	TOR	OAK	S	0	0	2022	1.23	0.99	-0.31	2.62	1	1	Top	3.37	1.53	88.6	2017	661759	53.93	2	1	4-Seam Fastball	0	0	0	0	0	0	0	133	0.000	-0.024	6	correct	ball
FC	4/16/2022	86.1	2.11	6.11	Ryu, Hyun Jin	462101	547943	called_strike	1	R	R	L	TOR	OAK	S	0	1	2022	0.17	1.00	-0.52	3.24	1	1	Top	3.29	1.38	86.1	2007	661759	54.13	2	2	Cutter	0	0	0	0	0	0	0	156	0.000	-0.031	7	correct	ball
FC	4/16/2022	87.3	2.02	6.06	Ryu, Hyun Jin	462101	547943	hit_into_play	13	R	R	L	TOR	OAK	X	0	2	2022	0.15	1.05	-1.30	2.41	1	1	Top	3.37	1.53	87.4	2003	661759	54.01	2	3	Cutter	0	0	0	0	0	0	0	151	0.015	-0.100	8	correct	ball
FF	4/16/2022	90.2	2.14	6.02	Ryu, Hyun Jin	476704	547943	called_strike	3	R	R	L	TOR	OAK	S	0	0	2022	0.92	1.16	0.66	2.99	2	1	Top	3.51	1.60	90.2	1993	661759	54.03	3	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.017	9	correct	ball
CH	4/16/2022	78.7	2.40	5.86	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2022	1.23	0.44	2.14	2.89	2	1	Top	3.45	1.46	78.6	1488	661759	54.13	3	2	Changeup	0	0	0	0	0	0	0	117	0.000	0.011	10	correct	ball
CU	4/16/2022	70.6	1.84	6.23	Ryu, Hyun Jin	476704	547943	foul	6	R	R	L	TOR	OAK	S	1	1	2022	-1.18	-1.32	0.31	2.40	2	1	Top	3.37	1.53	69.7	2586	661759	54.23	3	3	Curveball	0	0	0	0	0	0	0	328	0.000	-0.023	11	correct	hit_into_play
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	2022	-0.15	0.69	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	incorrect	called_strike
SI	4/16/2022	91.8	-1.88	6.13	Blackburn, Paul	606132	621112	called_strike	7	R	L	R	TOR	OAK	S	0	0	2022	-1.24	0.77	-0.53	1.71	0	1	Bot	3.49	1.63	91.5	1995	661759	54.34	4	1	Sinker	0	0	0	0	0	0	0	211	0.000	-0.034	13	correct	ball
CH	4/16/2022	86.9	-2.00	6.16	Blackburn, Paul	606132	621112	foul	14	R	L	R	TOR	OAK	S	0	1	2022	-1.27	0.31	0.01	1.47	0	1	Bot	3.49	1.60	86.9	2062	661759	54.23	4	2	Changeup	0	0	0	0	0	0	0	220	0.000	-0.046	14	correct	ball
CU	4/16/2022	79.9	-1.90	6.03	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	0	2	2022	0.81	-1.40	0.77	1.91	0	1	Bot	3.49	1.60	79.0	2594	661759	54.38	4	3	Curveball	0	0	0	0	0	0	0	25	0.060	0.714	15	correct	ball
FC	4/16/2022	88.6	-1.81	6.09	Blackburn, Paul	666182	621112	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.40	0.59	0.30	2.72	0	1	Bot	3.37	1.53	88.6	2448	661759	54.30	5	1	Cutter	0	0	0	0	0	0	0	181	0.000	-0.056	16	correct	ball
SI	4/16/2022	92.6	-1.66	6.08	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	0	1	2022	-1.13	0.98	-0.97	2.54	0	1	Bot	3.37	1.53	92.6	2057	661759	54.25	5	2	Sinker	0	0	0	0	0	0	0	211	-0.010	-0.205	17	correct	ball
SI	4/16/2022	92.8	-1.77	5.99	Blackburn, Paul	665489	621112	ball	13	R	R	R	TOR	OAK	B	0	0	2022	-1.09	1.01	-0.89	1.36	1	1	Bot	3.75	1.63	92.6	1949	661759	54.28	6	1	Sinker	0	0	0	0	0	0	0	208	0.000	0.007	18	correct	ball
SI	4/16/2022	89.0	-1.74	6.09	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	1	0	2022	-0.95	0.63	-0.44	1.06	1	1	Bot	3.47	1.59	89.1	2003	661759	54.13	6	2	Sinker	0	0	0	0	0	1	1	225	0.054	0.530	19	correct	ball
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	2022	-1.17	1.05	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	incorrect	called_strike
SI	4/16/2022	92.9	-1.72	6.01	Blackburn, Paul	666971	621112	called_strike	4	R	R	R	TOR	OAK	S	1	0	2022	-1.29	0.70	-0.34	2.61	1	1	Bot	3.37	1.60	92.8	1971	661759	54.29	7	2	Sinker	1	0	1	0	0	1	1	211	-0.034	-0.058	21	correct	ball
SI	4/16/2022	92.7	-1.67	6.01	Blackburn, Paul	666971	621112	hit_into_play	6	R	R	R	TOR	OAK	X	1	1	2022	-1.27	0.64	0.55	2.86	2	1	Bot	3.55	1.63	92.7	1979	661759	54.19	7	3	Sinker	1	0	1	0	0	1	1	219	-0.009	-0.093	22	correct	hit_into_play
CU	4/16/2022	68.5	2.00	6.36	Ryu, Hyun Jin	669221	547943	ball	12	R	R	L	TOR	OAK	B	0	0	2022	-1.24	-1.01	0.20	3.67	0	2	Top	3.40	1.54	67.7	2379	661759	54.34	8	1	Curveball	1	0	0	1	0	1	0	321	0.000	0.033	23	correct	ball
CH	4/16/2022	78.3	2.16	6.02	Ryu, Hyun Jin	669221	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	2022	1.25	0.84	0.46	2.44	0	2	Top	3.49	1.60	78.4	1508	661759	53.95	8	2	Changeup	1	0	0	1	0	1	0	120	-0.066	0.600	24	correct	ball
CU	4/16/2022	69.9	2.17	6.32	Ryu, Hyun Jin	641914	547943	hit_into_play	1	R	R	L	TOR	OAK	X	0	0	2022	-1.10	-1.11	-0.53	2.87	0	2	Top	3.37	1.53	69.2	2472	661759	54.25	9	1	Curveball	1	0	0	1	1	1	1	320	-0.106	0.654	25	correct	ball
CH	4/16/2022	79.1	2.38	5.95	Ryu, Hyun Jin	675656	547943	foul_bunt	3	R	R	L	TOR	OAK	S	0	0	2022	1.17	1.11	0.30	2.82	0	2	Top	3.37	1.53	79.4	1727	661759	53.97	10	1	Changeup	1	1	1	1	1	1	1	124	0.000	-0.056	26	correct	ball
CH	4/16/2022	79.6	2.35	5.95	Ryu, Hyun Jin	675656	547943	blocked_ball	14	R	R	L	TOR	OAK	B	0	1	2022	1.34	0.62	0.09	0.48	0	2	Top	3.43	1.57	79.9	1404	661759	53.81	10	2	Changeup	1	1	1	1	1	1	1	124	0.000	0.047	27	correct	ball
FC	4/16/2022	84.6	2.03	6.14	Ryu, Hyun Jin	675656	547943	foul	13	R	R	L	TOR	OAK	S	1	1	2022	0.21	1.05	-1.18	2.21	0	2	Top	3.37	1.53	85.2	1928	661759	53.98	10	3	Cutter	1	1	1	1	1	1	1	151	0.000	-0.090	28	correct	hit_into_play
FF	4/16/2022	88.3	2.15	6.04	Ryu, Hyun Jin	675656	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	2	2022	1.05	1.12	-0.05	3.10	0	2	Top	3.37	1.53	88.3	2056	661759	53.84	10	4	4-Seam Fastball	1	1	1	1	2	1	2	134	-0.101	1.081	29	correct	hit_into_play
FF	4/16/2022	88.0	2.13	6.07	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	0	0	2022	0.90	1.50	0.97	2.83	0	2	Top	3.70	1.79	88.3	2015	661759	53.94	11	1	4-Seam Fastball	1	2	2	1	2	1	2	135	0.000	0.055	30	correct	ball
FC	4/16/2022	84.5	2.11	6.13	Ryu, Hyun Jin	542194	547943	swinging_strike	13	R	R	L	TOR	OAK	S	1	0	2022	-0.30	0.85	-1.19	1.95	0	2	Top	3.49	1.60	84.8	2052	661759	53.96	11	2	Cutter	1	2	2	1	2	1	2	158	0.000	-0.063	31	correct	ball
FC	4/16/2022	85.5	2.11	6.14	Ryu, Hyun Jin	542194	547943	hit_into_play	1	R	R	L	TOR	OAK	X	1	1	2022	-0.07	1.05	-0.67	3.10	0	2	Top	3.49	1.60	85.8	1986	661759	53.95	11	3	Cutter	1	2	2	1	3	1	3	147	-0.088	0.991	32	correct	hit_into_play
FF	4/16/2022	87.5	2.07	6.03	Ryu, Hyun Jin	665506	547943	foul	6	R	R	L	TOR	OAK	S	0	0	2022	0.95	1.28	0.52	2.55	0	2	Top	3.47	1.59	87.6	1928	661759	53.97	12	1	4-Seam Fastball	1	3	3	1	3	1	3	138	0.000	-0.056	33	correct	ball
FF	4/16/2022	87.5	2.04	5.99	Ryu, Hyun Jin	665506	547943	ball	14	R	R	L	TOR	OAK	B	0	1	2022	1.27	1.12	1.16	1.97	0	2	Top	3.47	1.49	87.9	1932	661759	53.90	12	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.047	34	correct	ball
FC	4/16/2022	85.6	2.07	6.07	Ryu, Hyun Jin	665506	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	2022	0.46	1.11	-0.07	3.16	0	2	Top	3.47	1.59	85.8	1959	661759	54.06	12	3	Cutter	1	3	3	1	3	1	3	150	0.032	-0.341	35	correct	hit_into_play
FF	4/16/2022	87.9	1.95	6.07	Ryu, Hyun Jin	623515	547943	called_strike	2	R	R	L	TOR	OAK	S	0	0	2022	1.12	1.01	-0.12	3.33	1	2	Top	3.51	1.57	87.9	1963	661759	54.04	13	1	4-Seam Fastball	1	3	3	1	3	1	3	136	0.000	-0.043	36	correct	ball
CU	4/16/2022	71.9	1.89	6.18	Ryu, Hyun Jin	623515	547943	blocked_ball	13	R	R	L	TOR	OAK	B	0	1	2022	-0.99	-1.28	-1.67	0.31	1	2	Top	3.47	1.60	71.5	2613	661759	54.00	13	2	Curveball	1	3	3	1	3	1	3	328	0.000	0.029	37	correct	ball
CU	4/16/2022	71.6	1.79	6.25	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	1	2022	-1.04	-1.31	0.56	2.25	1	2	Top	3.47	1.59	71.1	2662	661759	54.02	13	3	Curveball	1	3	3	1	3	1	3	326	0.026	-0.305	38	correct	hit_into_play
FC	4/16/2022	85.3	2.02	6.03	Ryu, Hyun Jin	640461	547943	ball	13	R	R	L	TOR	OAK	B	0	0	2022	-0.15	0.74	-1.18	2.05	2	2	Top	3.47	1.60	85.9	2004	661759	53.86	14	1	Cutter	1	3	3	1	3	1	3	155	0.000	0.037	39	correct	ball
FC	4/16/2022	85.0	1.98	6.02	Ryu, Hyun Jin	640461	547943	foul	1	R	R	L	TOR	OAK	S	1	0	2022	0.12	0.96	-0.60	3.09	2	2	Top	3.47	1.59	85.9	1934	661759	53.77	14	2	Cutter	1	3	3	1	3	1	3	157	0.000	-0.053	40	correct	ball
FC	4/16/2022	85.6	2.06	6.02	Ryu, Hyun Jin	640461	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	2022	0.56	1.10	-0.15	3.36	2	2	Top	3.47	1.59	86.4	1863	661759	53.97	14	3	Cutter	1	3	3	1	3	1	3	146	0.026	-0.298	41	correct	hit_into_play
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	2022	-1.17	0.92	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	incorrect	called_strike
SL	4/16/2022	80.8	-1.71	6.12	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	0	1	2022	0.91	-0.67	1.39	1.06	0	2	Bot	3.37	1.57	80.3	2550	661759	54.35	15	2	Slider	1	3	1	3	3	1	1	26	0.000	0.025	43	correct	ball
SI	4/16/2022	92.7	-1.63	5.97	Blackburn, Paul	656305	621112	ball	13	R	R	R	TOR	OAK	B	1	1	2022	-0.83	0.94	-0.50	1.35	0	2	Bot	3.48	1.54	92.9	1851	661759	54.16	15	3	Sinker	1	3	1	3	3	1	1	208	0.000	0.049	44	correct	ball
CH	4/16/2022	87.7	-1.65	6.19	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	2	1	2022	-1.18	0.93	0.00	0.72	0	2	Bot	3.45	1.63	87.8	1909	661759	54.06	15	4	Changeup	1	3	1	3	3	1	1	220	0.000	0.114	45	correct	hit_into_play
SI	4/16/2022	93.3	-1.56	6.01	Blackburn, Paul	656305	621112	called_strike	9	R	R	R	TOR	OAK	S	3	1	2022	-1.10	0.83	0.78	1.60	0	2	Bot	3.53	1.68	93.5	1963	661759	54.17	15	5	Sinker	1	3	1	3	3	1	1	205	0.000	-0.076	46	correct	hit_into_play
SI	4/16/2022	92.6	-1.47	6.01	Blackburn, Paul	656305	621112	foul	3	R	R	R	TOR	OAK	S	3	2	2022	-1.04	1.02	0.58	3.34	0	2	Bot	3.37	1.53	92.8	2062	661759	54.12	15	6	Sinker	1	3	1	3	3	1	1	202	0.000	0.000	47	correct	hit_into_play
SI	4/16/2022	93.6	-1.61	5.96	Blackburn, Paul	656305	621112	swinging_strike	9	R	R	R	TOR	OAK	S	3	2	2022	-1.22	0.71	0.28	1.84	0	2	Bot	3.37	1.53	93.8	2069	661759	54.07	15	7	Sinker	1	3	1	3	3	1	1	206	-0.024	-0.299	48	correct	hit_into_play
SI	4/16/2022	93.3	-1.70	5.93	Blackburn, Paul	641470	621112	ball	13	R	L	R	TOR	OAK	B	0	0	2022	-1.19	0.79	-1.36	1.60	1	2	Bot	3.67	1.65	93.3	1950	661759	54.17	16	1	Sinker	1	3	1	3	3	1	1	212	0.000	0.023	49	correct	ball
CH	4/16/2022	88.5	-1.73	6.05	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	1	0	2022	-1.26	0.56	0.59	0.43	1	2	Bot	3.70	1.63	88.7	2030	661759	54.04	16	2	Changeup	1	3	1	3	3	1	1	224	0.000	0.044	50	correct	ball
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	2022	-1.26	0.64	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	incorrect	called_strike
SI	4/16/2022	92.3	-1.75	6.04	Blackburn, Paul	641470	621112	swinging_strike	11	R	L	R	TOR	OAK	S	2	1	2022	-1.14	0.93	-1.25	3.40	1	2	Bot	3.49	1.60	92.5	1980	661759	54.18	16	4	Sinker	1	3	1	3	3	1	1	209	0.000	-0.046	52	correct	hit_into_play
FF	4/16/2022	93.9	-1.80	5.90	Blackburn, Paul	641470	621112	hit_into_play	5	R	L	R	TOR	OAK	X	2	2	2022	-0.55	1.50	-0.25	2.43	1	2	Bot	3.49	1.60	93.8	2276	661759	54.17	16	5	4-Seam Fastball	1	3	1	3	3	1	1	210	0.027	0.284	53	correct	hit_into_play
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	2022	-1.18	0.89	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	incorrect	called_strike
FC	4/16/2022	87.7	-1.52	6.09	Blackburn, Paul	672386	621112	ball	12	R	R	R	TOR	OAK	B	0	1	2022	0.30	0.39	0.37	3.76	1	2	Bot	3.26	1.49	87.4	2562	661759	54.42	17	2	Cutter	1	3	1	3	3	1	1	159	0.000	0.031	55	correct	ball
CH	4/16/2022	87.3	-1.65	6.07	Blackburn, Paul	672386	621112	ball	14	R	R	R	TOR	OAK	B	1	1	2022	-1.21	0.52	0.92	0.84	1	2	Bot	3.26	1.46	87.3	1948	661759	54.12	17	3	Changeup	1	3	1	3	3	1	1	218	0.000	0.073	56	correct	ball
SI	4/16/2022	92.3	-1.51	5.97	Blackburn, Paul	672386	621112	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	2022	-1.11	0.77	0.06	3.05	1	2	Bot	3.26	1.48	92.2	1995	661759	54.20	17	4	Sinker	1	3	1	3	3	1	1	205	-0.030	-0.357	57	correct	hit_into_play
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	0.42	0.17	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	incorrect	called_strike
SI	4/16/2022	92.3	-1.55	6.09	Blackburn, Paul	669289	621112	ball	11	R	R	R	TOR	OAK	B	0	1	2022	-1.02	0.96	-1.09	2.81	2	2	Bot	3.59	1.60	92.5	2002	661759	54.18	18	2	Sinker	1	3	1	3	3	1	1	206	0.000	0.026	59	correct	ball
FF	4/16/2022	92.7	-1.44	6.00	Blackburn, Paul	669289	621112	called_strike	3	R	R	R	TOR	OAK	S	1	1	2022	-0.47	1.32	0.68	3.06	2	2	Bot	3.48	1.57	92.5	2157	661759	54.14	18	3	4-Seam Fastball	1	3	1	3	3	1	1	211	0.000	-0.051	60	correct	ball
SI	4/16/2022	93.4	-1.50	6.03	Blackburn, Paul	669289	621112	hit_into_play	7	R	R	R	TOR	OAK	X	1	2	2022	-1.06	0.85	-0.31	1.96	2	2	Bot	3.30	1.50	93.5	1989	661759	54.16	18	4	Sinker	1	3	1	3	3	1	1	207	-0.025	-0.158	61	correct	ball
FF	4/16/2022	87.6	2.25	6.02	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	0	0	2022	1.03	1.38	1.34	2.39	0	3	Top	3.32	1.41	87.7	1903	661759	53.99	19	1	4-Seam Fastball	1	3	3	1	3	1	3	134	0.000	0.033	62	correct	ball
CU	4/16/2022	70.2	1.97	6.26	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	1	0	2022	-1.22	-1.18	0.71	3.66	0	3	Top	3.10	1.35	69.7	2489	661759	54.16	19	2	Curveball	1	3	3	1	3	1	3	319	0.000	0.063	63	correct	ball
FF	4/16/2022	88.3	2.14	5.91	Ryu, Hyun Jin	462101	547943	foul	8	R	R	L	TOR	OAK	S	2	0	2022	1.03	1.40	-0.04	1.88	0	3	Top	3.37	1.53	88.7	1986	661759	53.78	19	3	4-Seam Fastball	1	3	3	1	3	1	3	130	0.000	-0.056	64	correct	ball
FC	4/16/2022	86.0	2.08	6.06	Ryu, Hyun Jin	462101	547943	ball	11	R	R	L	TOR	OAK	B	2	1	2022	0.11	0.76	-1.42	2.85	0	3	Top	3.29	1.41	86.4	1973	661759	53.95	19	4	Cutter	1	3	3	1	3	1	3	150	0.000	0.114	65	correct	hit_into_play
FF	4/16/2022	89.6	2.10	5.94	Ryu, Hyun Jin	462101	547943	hit_into_play	2	R	R	L	TOR	OAK	X	3	1	2022	0.98	1.28	0.00	2.85	0	3	Top	3.37	1.53	89.8	1972	661759	54.06	19	5	4-Seam Fastball	1	3	3	1	3	1	3	134	0.017	-0.375	66	correct	hit_into_play
CH	4/16/2022	79.9	2.22	5.86	Ryu, Hyun Jin	476704	547943	swinging_strike	6	R	R	L	TOR	OAK	S	0	0	2022	1.13	1.21	0.54	2.54	1	3	Top	3.37	1.53	80.2	1635	661759	53.88	20	1	Changeup	1	3	3	1	3	1	3	124	0.000	-0.024	67	correct	ball
FF	4/16/2022	89.1	2.04	5.92	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2022	1.00	1.11	1.39	2.54	1	3	Top	3.45	1.54	89.8	1926	661759	53.92	20	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.016	68	correct	ball
CH	4/16/2022	79.4	2.15	5.84	Ryu, Hyun Jin	476704	547943	hit_into_play	7	R	R	L	TOR	OAK	X	1	1	2022	1.02	1.26	-0.32	1.88	1	3	Top	3.37	1.53	79.8	1723	661759	53.88	20	3	Changeup	1	3	3	1	3	1	3	123	-0.018	0.270	69	correct	hit_into_play
CU	4/16/2022	71.8	1.86	6.18	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	0	0	2022	-1.07	-1.10	-0.77	1.37	1	3	Top	3.45	1.60	71.3	2538	661759	54.10	21	1	Curveball	1	3	3	1	3	1	3	324	0.000	0.042	70	correct	ball
FC	4/16/2022	84.8	1.97	6.14	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	1	0	2022	0.04	0.64	-1.32	2.01	1	3	Top	3.49	1.60	85.3	1963	661759	53.87	21	2	Cutter	1	3	3	1	3	1	3	157	0.000	0.080	71	correct	ball
FF	4/16/2022	88.2	2.09	5.87	Ryu, Hyun Jin	669221	547943	hit_into_play	5	R	R	L	TOR	OAK	X	2	0	2022	1.10	1.29	0.23	2.65	1	3	Top	3.49	1.60	88.6	2015	661759	53.78	21	3	4-Seam Fastball	1	3	3	1	5	1	5	128	-0.137	1.597	72	correct	ball
CU	4/16/2022	71.5	1.91	6.13	Ryu, Hyun Jin	641914	547943	hit_into_play	8	R	R	L	TOR	OAK	X	0	0	2022	-1.19	-1.21	-0.22	2.01	1	3	Top	3.37	1.53	70.8	2631	661759	54.12	22	1	Curveball	1	5	5	1	5	1	5	322	0.006	-0.156	73	correct	ball
CH	4/16/2022	78.8	2.23	5.87	Ryu, Hyun Jin	675656	547943	hit_into_play	14	R	R	L	TOR	OAK	X	0	0	2022	1.33	1.03	0.83	2.34	2	3	Top	3.37	1.53	78.9	1564	661759	53.90	23	1	Changeup	1	5	5	1	5	1	5	122	0.005	-0.099	74	correct	ball
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	2022	0.93	-1.36	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	incorrect	called_strike
FC	4/16/2022	87.2	-1.64	6.09	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	0	1	2022	0.55	0.55	1.03	3.87	0	3	Bot	3.67	1.74	87.5	2543	661759	54.37	24	2	Cutter	1	5	1	5	5	1	1	153	0.000	0.025	76	correct	ball
CH	4/16/2022	88.0	-1.60	6.05	Blackburn, Paul	605548	621112	ball	14	R	L	R	TOR	OAK	B	1	1	2022	-1.08	0.71	0.26	1.19	0	3	Bot	3.70	1.79	88.1	1962	661759	54.19	24	3	Changeup	1	5	1	5	5	1	1	219	0.000	0.049	77	correct	ball
CH	4/16/2022	86.4	-1.72	6.11	Blackburn, Paul	605548	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	2022	-1.08	0.36	-1.21	2.31	0	3	Bot	3.55	1.63	86.4	1763	661759	54.31	24	4	Changeup	1	5	1	5	5	1	1	218	0.000	-0.066	78	correct	hit_into_play
CU	4/16/2022	79.9	-1.73	5.96	Blackburn, Paul	605548	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	2022	0.85	-1.47	-0.39	2.18	0	3	Bot	3.55	1.63	79.0	2648	661759	54.35	24	5	Curveball	1	5	1	5	5	1	1	33	-0.019	-0.195	79	correct	hit_into_play
SI	4/16/2022	91.5	-1.73	5.93	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	0	2022	-1.10	0.86	-1.06	2.53	1	3	Bot	3.53	1.63	91.6	2026	661759	54.20	25	1	Sinker	1	5	1	5	5	1	1	215	0.000	0.023	80	correct	ball
CH	4/16/2022	86.9	-1.66	6.13	Blackburn, Paul	606132	621112	hit_into_play	5	R	L	R	TOR	OAK	X	1	0	2022	-1.15	0.37	-0.05	2.20	1	3	Bot	3.49	1.60	87.1	1966	661759	54.22	25	2	Changeup	1	5	1	5	5	1	1	213	-0.012	-0.178	81	correct	ball
SL	4/16/2022	79.8	-1.59	6.05	Blackburn, Paul	666182	621112	foul	9	R	R	R	TOR	OAK	S	0	0	2022	1.45	-0.86	0.46	1.86	2	3	Bot	3.37	1.53	79.3	2675	661759	54.30	26	1	Slider	1	5	1	5	5	1	1	36	0.000	-0.017	82	correct	ball
SL	4/16/2022	80.6	-1.72	5.88	Blackburn, Paul	666182	621112	ball	14	R	R	R	TOR	OAK	B	0	1	2022	1.46	-0.88	1.34	1.78	2	3	Bot	3.73	1.71	80.1	2702	661759	54.24	26	2	Slider	1	5	1	5	5	1	1	40	0.000	0.011	83	correct	ball
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	2022	-0.95	0.83	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	incorrect	called_strike
SI	4/16/2022	92.5	-1.55	5.94	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	1	2	2022	-0.93	0.86	-1.04	2.89	2	3	Bot	3.37	1.53	92.8	1995	661759	54.12	26	4	Sinker	1	5	1	5	5	1	1	207	-0.007	-0.070	85	correct	ball
FF	4/16/2022	88.1	2.01	5.92	Ryu, Hyun Jin	542194	547943	called_strike	8	R	R	L	TOR	OAK	S	0	0	2022	0.84	1.37	-0.08	1.71	0	4	Top	3.62	1.71	88.4	1913	661759	53.83	27	1	4-Seam Fastball	1	5	5	1	5	1	5	135	0.000	-0.034	86	correct	ball
FC	4/16/2022	84.1	2.10	6.01	Ryu, Hyun Jin	542194	547943	ball	14	R	R	L	TOR	OAK	B	0	1	2022	-0.03	0.72	1.52	2.71	0	4	Top	3.73	1.74	84.8	1917	661759	53.97	27	2	Cutter	1	5	5	1	5	1	5	156	0.000	0.025	87	correct	ball
FC	4/16/2022	86.6	2.06	6.05	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	1	1	2022	0.24	1.11	0.19	4.65	0	4	Top	3.78	1.79	87.1	1984	661759	53.96	27	3	Cutter	1	5	5	1	5	1	5	149	0.000	0.049	88	correct	hit_into_play
CH	4/16/2022	80.1	2.29	5.89	Ryu, Hyun Jin	542194	547943	hit_into_play	6	R	R	L	TOR	OAK	X	2	1	2022	1.20	0.48	0.74	2.37	0	4	Top	3.49	1.60	80.2	1546	661759	53.88	27	4	Changeup	1	5	5	1	5	1	5	119	0.008	-0.261	89	correct	hit_into_play
CU	4/16/2022	71.6	1.91	6.13	Ryu, Hyun Jin	665506	547943	ball	13	R	R	L	TOR	OAK	B	0	0	2022	-1.09	-1.13	-0.60	0.49	1	4	Top	3.47	1.63	71.3	2647	661759	54.08	28	1	Curveball	1	5	5	1	5	1	5	326	0.000	0.023	90	correct	ball
CH	4/16/2022	80.0	2.24	5.92	Ryu, Hyun Jin	665506	547943	swinging_strike	6	R	R	L	TOR	OAK	S	1	0	2022	1.09	1.22	0.31	2.35	1	4	Top	3.47	1.59	80.5	1648	661759	53.69	28	2	Changeup	1	5	5	1	5	1	5	123	0.000	-0.031	91	correct	ball
CH	4/16/2022	79.0	2.17	5.88	Ryu, Hyun Jin	665506	547943	hit_into_play	14	R	R	L	TOR	OAK	X	1	1	2022	1.02	1.20	1.24	2.38	1	4	Top	3.47	1.59	79.1	1617	661759	53.99	28	3	Changeup	1	5	5	1	5	1	5	117	0.006	-0.148	92	correct	hit_into_play
FF	4/16/2022	90.0	2.09	5.83	Ryu, Hyun Jin	623515	547943	ball	14	R	R	L	TOR	OAK	B	0	0	2022	1.15	1.24	0.00	0.92	2	4	Top	3.47	1.57	90.1	2030	661759	53.85	29	1	4-Seam Fastball	1	5	5	1	5	1	5	133	0.000	0.015	93	correct	ball
FF	4/16/2022	89.7	2.19	5.90	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	2022	1.23	1.22	0.65	2.21	2	4	Top	3.47	1.59	90.1	1986	661759	53.76	29	2	4-Seam Fastball	1	5	5	1	5	1	5	131	0.005	-0.114	94	correct	ball
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	2022	-1.06	1.04	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	incorrect	called_strike
SI	4/16/2022	92.2	-1.63	5.96	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	0	1	2022	-1.24	0.62	-1.11	2.27	0	4	Bot	3.47	1.59	92.2	2094	661759	54.20	30	2	Sinker	1	5	1	5	5	1	1	203	-0.019	-0.187	96	correct	ball
SL	4/16/2022	80.1	-1.76	5.98	Blackburn, Paul	666971	621112	called_strike	6	R	R	R	TOR	OAK	S	0	0	2022	1.65	-0.59	0.32	2.64	1	4	Bot	3.59	1.71	79.5	2602	661759	54.40	31	1	Slider	1	5	1	5	5	1	1	41	0.000	-0.024	97	correct	ball
SI	4/16/2022	91.6	-1.55	5.99	Blackburn, Paul	666971	621112	ball	13	R	R	R	TOR	OAK	B	0	1	2022	-1.45	0.73	-1.39	0.63	1	4	Bot	3.55	1.65	91.3	2066	661759	54.18	31	2	Sinker	1	5	1	5	5	1	1	208	0.000	0.016	98	correct	ball
SI	4/16/2022	92.8	-1.55	5.96	Blackburn, Paul	666971	621112	ball	14	R	R	R	TOR	OAK	B	1	1	2022	-0.86	0.87	0.01	0.42	1	4	Bot	3.48	1.68	92.9	2066	661759	54.16	31	3	Sinker	1	5	1	5	5	1	1	221	0.000	0.033	99	correct	ball
CH	4/16/2022	87.0	-1.49	6.08	Blackburn, Paul	666971	621112	hit_into_play	5	R	R	R	TOR	OAK	X	2	1	2022	-0.83	0.31	-0.19	2.54	1	4	Bot	3.55	1.63	87.3	1835	661759	54.21	31	4	Changeup	1	5	1	5	5	1	1	214	0.021	0.237	100	correct	hit_into_play
CH	4/16/2022	86.8	-1.56	6.12	Blackburn, Paul	656305	621112	foul	5	R	R	R	TOR	OAK	S	0	0	2022	-0.79	0.35	-0.18	2.28	1	4	Bot	3.37	1.53	87.2	1763	661759	54.18	32	1	Changeup	1	5	1	5	5	1	1	214	0.000	-0.048	101	correct	ball
CU	4/16/2022	80.3	-1.46	6.08	Blackburn, Paul	656305	621112	blocked_ball	14	R	R	R	TOR	OAK	B	0	1	2022	0.78	-1.60	0.80	0.65	1	4	Bot	3.37	1.57	79.7	2821	661759	54.23	32	2	Curveball	1	5	1	5	5	1	1	25	0.000	0.031	102	correct	ball
SI	4/16/2022	92.0	-1.42	6.02	Blackburn, Paul	656305	621112	hit_into_play	4	R	R	R	TOR	OAK	X	1	1	2022	-0.98	0.83	-0.75	2.78	1	4	Bot	3.37	1.53	92.2	1887	661759	54.22	32	3	Sinker	1	5	1	5	5	1	1	206	0.034	0.499	103	correct	ball
CH	4/16/2022	87.3	-1.54	6.12	Blackburn, Paul	641470	621112	called_strike	5	R	L	R	TOR	OAK	S	0	0	2022	-0.97	0.95	-0.07	3.00	1	4	Bot	3.64	1.68	87.1	1898	661759	54.25	33	1	Changeup	1	5	1	5	5	1	1	215	0.000	-0.081	104	correct	ball
CH	4/16/2022	86.6	-1.67	6.06	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	0	1	2022	-0.93	0.81	0.38	1.02	1	4	Bot	3.67	1.60	86.7	1809	661759	54.06	33	2	Changeup	1	5	1	5	5	1	1	220	0.000	0.055	105	correct	ball
SI	4/16/2022	91.3	-1.50	6.13	Blackburn, Paul	641470	621112	ball	11	R	L	R	TOR	OAK	B	1	1	2022	-0.86	1.05	-1.18	4.37	1	4	Bot	3.70	1.68	91.3	1976	661759	54.18	33	3	Sinker	1	5	1	5	5	1	1	211	0.000	0.072	106	correct	ball
CH	4/16/2022	86.3	-1.57	6.12	Blackburn, Paul	641470	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	2022	-1.03	0.79	-1.20	2.42	1	4	Bot	3.49	1.60	86.3	1778	661759	54.22	33	4	Changeup	1	5	1	5	5	1	1	208	0.000	-0.130	107	correct	hit_into_play
CH	4/16/2022	87.7	-1.50	6.11	Blackburn, Paul	641470	621112	foul	9	R	L	R	TOR	OAK	S	2	2	2022	-0.82	0.89	0.33	1.64	1	4	Bot	3.49	1.60	87.8	1975	661759	54.06	33	5	Changeup	1	5	1	5	5	1	1	213	0.000	0.000	108	correct	hit_into_play
CH	4/16/2022	87.7	-1.58	6.09	Blackburn, Paul	641470	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	2022	-0.89	0.50	-0.77	2.00	1	4	Bot	3.49	1.60	87.9	1900	661759	54.21	33	6	Changeup	1	5	1	5	5	2	2	210	0.080	0.994	109	correct	hit_into_play
SL	4/16/2022	79.6	-1.64	5.96	Blackburn, Paul	672386	621112	called_strike	3	R	R	R	TOR	OAK	S	0	0	2022	1.04	-0.88	0.29	2.87	1	4	Bot	3.23	1.46	79.2	2639	661759	54.28	34	1	Slider	2	5	2	5	5	2	2	45	0.000	-0.081	110	correct	ball
SL	4/16/2022	79.3	-1.63	5.97	Blackburn, Paul	672386	621112	hit_into_play	6	R	R	R	TOR	OAK	X	0	1	2022	1.02	-0.88	0.77	2.30	1	4	Bot	3.26	1.48	78.7	2696	661759	54.35	34	2	Slider	2	5	2	5	5	2	2	38	-0.095	-0.534	111	correct	ball
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	-0.20	1.39	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	incorrect	called_strike
SL	4/16/2022	81.3	-1.49	5.45	Thornton, Trent	640461	663423	hit_into_play	9	R	R	R	TOR	OAK	X	0	1	2022	1.19	-0.30	0.79	2.11	0	5	Top	3.47	1.59	81.1	2847	661759	54.39	35	2	Slider	2	5	5	2	5	2	5	59	-0.018	0.429	113	correct	ball
SI	4/16/2022	91.4	-0.80	5.87	Thornton, Trent	462101	663423	ball	11	R	R	R	TOR	OAK	B	0	0	2022	-0.99	1.07	-1.58	3.71	0	5	Top	3.18	1.43	91.1	2142	661759	54.43	36	1	Sinker	2	5	5	2	5	2	5	199	0.000	0.059	114	correct	ball
FF	4/16/2022	93.5	-0.77	5.82	Thornton, Trent	462101	663423	called_strike	6	R	R	R	TOR	OAK	S	1	0	2022	-0.18	1.38	0.65	2.52	0	5	Top	3.18	1.35	93.1	2305	661759	54.41	36	2	4-Seam Fastball	2	5	5	2	5	2	5	204	0.000	-0.074	115	correct	ball
SI	4/16/2022	89.9	-0.72	5.71	Thornton, Trent	462101	663423	hit_into_play	7	R	R	R	TOR	OAK	X	1	1	2022	-0.86	0.88	-0.76	2.00	0	5	Top	3.37	1.53	89.8	2056	661759	54.36	36	3	Sinker	2	5	5	2	5	2	5	200	0.038	-0.494	116	correct	ball
FF	4/16/2022	93.4	-0.82	5.75	Thornton, Trent	476704	663423	ball	13	R	L	R	TOR	OAK	B	0	0	2022	-0.39	1.25	-0.20	0.47	2	5	Top	3.53	1.65	92.8	2226	661759	54.31	37	1	4-Seam Fastball	2	5	5	2	5	2	5	202	0.000	0.015	117	correct	ball
CU	4/16/2022	78.6	-0.76	5.96	Thornton, Trent	476704	663423	ball	14	R	L	R	TOR	OAK	B	1	0	2022	0.67	-1.37	0.82	0.90	2	5	Top	3.45	1.57	77.8	3001	661759	54.62	37	2	Curveball	2	5	5	2	5	2	5	25	0.000	0.023	118	correct	ball
FF	4/16/2022	92.2	-0.61	5.77	Thornton, Trent	476704	663423	called_strike	4	R	L	R	TOR	OAK	S	2	0	2022	-0.33	1.67	-0.40	2.30	2	5	Top	3.48	1.65	91.8	2416	661759	54.35	37	3	4-Seam Fastball	2	5	5	2	5	2	5	205	0.000	-0.023	119	correct	ball
SL	4/16/2022	80.8	-1.37	5.43	Thornton, Trent	476704	663423	hit_into_play	12	R	L	R	TOR	OAK	X	2	1	2022	1.33	-0.26	1.26	2.63	2	5	Top	3.37	1.53	80.3	2929	661759	54.49	37	4	Slider	2	5	5	2	5	2	5	64	0.005	-0.114	120	correct	hit_into_play
CH	4/16/2022	86.6	-1.65	6.08	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	0	0	2022	-1.05	0.54	0.08	0.92	0	5	Bot	3.51	1.54	86.9	1884	661759	54.12	38	1	Changeup	2	5	2	5	5	2	2	218	0.000	0.033	121	correct	ball
FC	4/16/2022	85.4	-1.52	6.09	Blackburn, Paul	669289	621112	called_strike	9	R	R	R	TOR	OAK	S	1	0	2022	0.63	0.13	0.73	1.78	0	5	Bot	3.53	1.60	85.7	2595	661759	54.24	38	2	Cutter	2	5	2	5	5	2	2	129	0.000	-0.043	122	correct	ball
SI	4/16/2022	90.3	-1.49	6.01	Blackburn, Paul	669289	621112	foul	4	R	R	R	TOR	OAK	S	1	1	2022	-0.90	0.81	-0.63	2.66	0	5	Bot	3.30	1.50	90.4	2125	661759	54.30	38	3	Sinker	2	5	2	5	5	2	2	209	0.000	-0.054	123	correct	ball
SI	4/16/2022	93.1	-1.43	5.94	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	1	2	2022	-1.01	0.80	2.30	2.24	0	5	Bot	3.48	1.54	93.2	2233	661759	54.13	38	4	Sinker	2	5	2	5	5	2	2	205	0.000	0.037	124	correct	ball
SL	4/16/2022	79.0	-1.73	5.93	Blackburn, Paul	669289	621112	swinging_strike	6	R	R	R	TOR	OAK	S	2	2	2022	1.74	-0.60	0.57	2.20	0	5	Bot	3.30	1.50	78.4	2596	661759	54.25	38	5	Slider	2	5	2	5	5	2	2	39	-0.025	-0.195	125	correct	hit_into_play
CH	4/16/2022	87.0	-1.63	6.07	Blackburn, Paul	605548	621112	ball	11	R	L	R	TOR	OAK	B	0	0	2022	-1.22	0.43	-1.53	2.85	1	5	Bot	3.73	1.76	86.9	1920	661759	54.25	39	1	Changeup	2	5	2	5	5	2	2	212	0.000	0.023	126	correct	ball
CH	4/16/2022	85.9	-1.62	6.03	Blackburn, Paul	605548	621112	swinging_strike	8	R	L	R	TOR	OAK	S	1	0	2022	-1.16	0.44	-0.04	1.64	1	5	Bot	3.55	1.63	86.2	1925	661759	54.14	39	2	Changeup	2	5	2	5	5	2	2	218	0.000	-0.031	127	correct	ball
SI	4/16/2022	91.7	-1.80	5.88	Blackburn, Paul	605548	621112	swinging_strike	11	R	L	R	TOR	OAK	S	1	1	2022	-1.26	0.86	-1.27	2.84	1	5	Bot	3.55	1.63	92.0	2075	661759	54.12	39	3	Sinker	2	5	2	5	5	2	2	207	0.000	-0.036	128	correct	ball
FF	4/16/2022	92.0	-1.73	5.88	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	1	2	2022	-0.62	1.39	0.20	4.91	1	5	Bot	3.73	1.79	91.7	2268	661759	54.21	39	4	4-Seam Fastball	2	5	2	5	5	2	2	213	0.000	0.023	129	correct	ball
SL	4/16/2022	80.4	-1.71	5.84	Blackburn, Paul	605548	621112	called_strike	14	R	L	R	TOR	OAK	S	2	2	2022	1.52	-0.97	0.61	1.67	1	5	Bot	3.75	1.79	79.7	2764	661759	54.23	39	5	Slider	2	5	2	5	5	2	2	38	-0.016	-0.134	130	correct	hit_into_play
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	2022	1.58	-0.75	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	incorrect	called_strike
SL	4/16/2022	77.9	-1.98	5.84	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	1	2022	1.56	-1.01	-1.60	1.98	2	5	Bot	3.53	1.63	77.0	2709	661759	54.43	40	2	Slider	2	5	2	5	5	2	2	42	0.000	0.011	132	correct	ball
FC	4/16/2022	85.8	-1.61	5.91	Blackburn, Paul	606132	621112	ball	12	R	L	R	TOR	OAK	B	1	1	2022	0.86	0.25	1.19	3.71	2	5	Bot	3.51	1.68	85.8	2602	661759	54.28	40	3	Cutter	2	5	2	5	5	2	2	126	0.000	0.021	133	correct	ball
CH	4/16/2022	87.0	-1.61	6.06	Blackburn, Paul	606132	621112	ball	14	R	L	R	TOR	OAK	B	2	1	2022	-1.11	0.15	1.53	0.56	2	5	Bot	3.48	1.74	87.0	1914	661759	54.21	40	4	Changeup	2	5	2	5	5	2	2	219	0.000	0.039	134	correct	hit_into_play
SI	4/16/2022	91.2	-1.66	5.91	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	3	1	2022	-1.00	0.50	0.41	1.88	2	5	Bot	3.49	1.60	91.2	2068	661759	54.20	40	5	Sinker	2	5	2	5	5	2	2	215	-0.010	-0.153	135	correct	hit_into_play
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	1.47	0.00	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	incorrect	called_strike
SL	4/16/2022	79.4	-1.59	5.38	Thornton, Trent	669221	663423	hit_into_play	5	R	R	R	TOR	OAK	X	0	1	2022	1.56	-0.12	0.16	2.72	0	6	Top	3.49	1.60	78.6	2892	661759	54.71	41	2	Slider	2	5	5	2	5	2	5	67	0.010	-0.187	137	correct	ball
FF	4/16/2022	93.2	-0.60	5.86	Thornton, Trent	641914	663423	called_strike	3	R	R	R	TOR	OAK	S	0	0	2022	-0.06	1.66	0.33	3.20	1	6	Top	3.37	1.49	93.0	2357	661759	54.47	42	1	4-Seam Fastball	2	5	5	2	5	2	5	196	0.000	-0.024	138	correct	ball
FF	4/16/2022	93.3	-0.72	5.82	Thornton, Trent	641914	663423	foul	3	R	R	R	TOR	OAK	S	0	1	2022	-0.06	1.57	0.45	3.12	1	6	Top	3.37	1.53	93.0	2328	661759	54.46	42	2	4-Seam Fastball	2	5	5	2	5	2	5	197	0.000	-0.031	139	correct	ball
FF	4/16/2022	92.9	-0.76	5.83	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	0	2	2022	-0.31	1.62	0.94	2.03	1	6	Top	3.45	1.57	92.8	2463	661759	54.32	42	3	4-Seam Fastball	2	5	5	2	5	2	5	198	0.000	0.011	140	correct	ball
SL	4/16/2022	82.3	-1.47	5.31	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	1	2	2022	1.48	0.35	2.36	1.56	1	6	Top	3.48	1.57	81.6	2916	661759	54.51	42	4	Slider	2	5	5	2	5	2	5	71	0.000	0.023	141	correct	ball
FF	4/16/2022	93.7	-0.70	5.82	Thornton, Trent	641914	663423	foul	9	R	R	R	TOR	OAK	S	2	2	2022	-0.40	1.63	0.45	1.89	1	6	Top	3.37	1.53	93.6	2440	661759	54.16	42	5	4-Seam Fastball	2	5	5	2	5	2	5	203	0.000	0.000	142	correct	hit_into_play
FF	4/16/2022	93.6	-0.54	5.78	Thornton, Trent	641914	663423	swinging_strike	3	R	R	R	TOR	OAK	S	2	2	2022	-0.13	1.73	0.47	3.03	1	6	Top	3.37	1.53	93.2	2404	661759	54.32	42	6	4-Seam Fastball	2	5	5	2	5	2	5	198	0.008	-0.134	143	correct	hit_into_play
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	2022	1.01	0.34	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	incorrect	called_strike
SL	4/16/2022	80.4	-1.49	5.24	Thornton, Trent	675656	663423	foul	14	R	R	R	TOR	OAK	S	0	1	2022	1.29	-0.05	0.96	1.67	2	6	Top	3.37	1.53	79.4	2867	661759	54.54	43	2	Slider	2	5	5	2	5	2	5	62	0.000	-0.023	145	correct	ball
SL	4/16/2022	82.0	-1.27	5.38	Thornton, Trent	675656	663423	ball	14	R	R	R	TOR	OAK	B	0	2	2022	1.23	0.15	1.86	1.55	2	6	Top	3.37	1.54	81.6	3015	661759	54.41	43	3	Slider	2	5	5	2	5	2	5	60	0.000	0.011	146	correct	ball
SL	4/16/2022	80.4	-1.38	5.28	Thornton, Trent	675656	663423	swinging_strike	9	R	R	R	TOR	OAK	S	1	2	2022	1.35	0.06	0.31	1.86	2	6	Top	3.37	1.53	80.2	2987	661759	54.40	43	4	Slider	2	5	5	2	5	2	5	63	0.005	-0.070	147	correct	ball
FF	4/16/2022	94.3	-1.78	5.66	Acevedo, Domingo	666182	642758	ball	12	R	R	R	TOR	OAK	B	0	0	2022	-1.07	1.38	1.21	2.68	0	6	Bot	3.73	1.63	92.5	2200	661759	55.01	44	1	4-Seam Fastball	2	5	2	5	5	2	2	229	0.000	0.033	148	correct	ball
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	2022	-1.06	1.29	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	incorrect	called_strike
SL	4/16/2022	88.3	-2.10	5.80	Acevedo, Domingo	666182	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	2022	-0.87	0.84	-0.24	3.33	0	6	Bot	3.37	1.53	86.6	2232	661759	55.23	44	3	Slider	2	5	2	5	5	2	2	242	-0.026	-0.212	150	correct	ball
FF	4/16/2022	93.9	-1.74	5.64	Acevedo, Domingo	665489	642758	ball	12	R	R	R	TOR	OAK	B	0	0	2022	-0.75	1.36	0.91	4.43	1	6	Bot	3.70	1.65	92.0	2195	661759	55.03	45	1	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	0.023	151	correct	ball
CH	4/16/2022	86.8	-1.87	5.91	Acevedo, Domingo	665489	642758	foul	13	R	R	R	TOR	OAK	S	1	0	2022	-1.44	0.14	-1.07	2.52	1	6	Bot	3.47	1.59	85.6	2003	661759	54.92	45	2	Changeup	2	5	2	5	5	2	2	247	0.000	-0.031	152	correct	ball
FF	4/16/2022	94.2	-1.68	5.57	Acevedo, Domingo	665489	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	2022	-1.08	1.29	0.25	3.21	1	6	Bot	3.47	1.59	92.8	2148	661759	54.87	45	3	4-Seam Fastball	2	5	2	5	5	2	2	235	-0.017	-0.148	153	correct	ball
SL	4/16/2022	88.1	-2.14	5.69	Acevedo, Domingo	666971	642758	called_strike	8	R	R	R	TOR	OAK	S	0	0	2022	-0.98	0.51	-0.19	1.99	2	6	Bot	3.55	1.63	86.5	2141	661759	55.27	46	1	Slider	2	5	2	5	5	2	2	247	0.000	-0.017	154	correct	ball
FF	4/16/2022	93.6	-1.86	5.59	Acevedo, Domingo	666971	642758	ball	13	R	R	R	TOR	OAK	B	0	1	2022	-1.11	1.28	-1.29	2.51	2	6	Bot	3.55	1.68	92.1	2178	661759	54.94	46	2	4-Seam Fastball	2	5	2	5	5	2	2	235	0.000	0.011	155	correct	ball
FF	4/16/2022	93.3	-1.68	5.49	Acevedo, Domingo	666971	642758	ball	12	R	R	R	TOR	OAK	B	1	1	2022	-0.94	1.34	1.57	3.12	2	6	Bot	3.51	1.63	91.0	2249	661759	55.33	46	3	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.021	156	correct	ball
FF	4/16/2022	93.2	-1.86	5.47	Acevedo, Domingo	666971	642758	ball	11	R	R	R	TOR	OAK	B	2	1	2022	-1.19	0.92	-0.60	3.72	2	6	Bot	3.55	1.74	91.8	2126	661759	54.90	46	4	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.039	157	correct	hit_into_play
FF	4/16/2022	92.4	-1.62	5.51	Acevedo, Domingo	666971	642758	called_strike	6	R	R	R	TOR	OAK	S	3	1	2022	-1.04	1.40	0.66	2.47	2	6	Bot	3.55	1.65	90.1	2212	661759	55.29	46	5	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	-0.036	158	correct	hit_into_play
FF	4/16/2022	92.6	-1.62	5.49	Acevedo, Domingo	666971	642758	hit_into_play	8	R	R	R	TOR	OAK	X	3	2	2022	-1.04	1.00	0.15	2.18	2	6	Bot	3.55	1.63	90.9	2085	661759	55.03	46	6	4-Seam Fastball	2	5	2	5	5	2	2	237	0.014	0.100	159	correct	hit_into_play
FF	4/16/2022	94.1	-1.89	5.48	Acevedo, Domingo	656305	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	0	2022	-1.10	1.23	-0.49	2.77	2	6	Bot	3.37	1.53	92.5	2186	661759	54.90	47	1	4-Seam Fastball	2	5	2	5	5	4	4	231	0.197	1.880	160	correct	ball
FF	4/16/2022	94.0	-1.73	5.62	Acevedo, Domingo	641470	642758	hit_into_play	5	R	L	R	TOR	OAK	X	0	0	2022	-1.01	1.39	-0.07	2.37	2	6	Bot	3.49	1.60	92.2	2279	661759	55.02	48	1	4-Seam Fastball	4	5	4	5	5	5	5	233	0.198	1.000	161	correct	ball
SL	4/16/2022	85.5	-2.09	5.91	Acevedo, Domingo	672386	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	2022	-0.45	0.74	-0.24	2.54	2	6	Bot	3.26	1.49	83.9	2154	661759	55.18	49	1	Slider	5	5	5	5	5	5	5	242	0.000	-0.017	162	correct	ball
SL	4/16/2022	86.2	-2.32	5.64	Acevedo, Domingo	672386	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	1	2022	-0.66	0.51	-0.42	2.41	2	6	Bot	3.26	1.48	84.4	2125	661759	55.40	49	2	Slider	5	5	5	5	5	5	5	248	0.019	0.134	163	correct	ball
FF	4/16/2022	92.6	-1.84	5.69	Acevedo, Domingo	669289	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	2022	-1.00	1.23	0.03	2.51	2	6	Bot	3.51	1.52	90.8	2147	661759	55.03	50	1	4-Seam Fastball	5	5	5	5	5	5	5	231	0.000	-0.035	164	correct	ball
CH	4/16/2022	85.9	-1.82	5.95	Acevedo, Domingo	669289	642758	ball	14	R	R	R	TOR	OAK	B	0	1	2022	-1.46	0.30	0.10	0.83	2	6	Bot	3.43	1.57	84.7	1955	661759	54.82	50	2	Changeup	5	5	5	5	5	5	5	247	0.000	0.026	165	correct	ball
SL	4/16/2022	86.9	-2.16	5.82	Acevedo, Domingo	669289	642758	ball	13	R	R	R	TOR	OAK	B	1	1	2022	-0.71	0.80	-1.07	2.22	2	6	Bot	3.45	1.57	85.6	2049	661759	55.11	50	3	Slider	5	5	5	5	5	5	5	244	0.000	0.029	166	correct	ball
FF	4/16/2022	93.0	-1.87	5.49	Acevedo, Domingo	669289	642758	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	2022	-1.15	1.17	0.03	3.19	2	6	Bot	3.30	1.50	91.4	2149	661759	54.82	50	4	4-Seam Fastball	5	5	5	5	5	5	5	235	0.029	0.268	167	correct	hit_into_play
CU	4/16/2022	80.8	-1.65	6.22	Grimm, Justin	605548	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	0	0	2022	0.88	-1.16	0.55	0.49	2	6	Bot	3.55	1.63	81.2	2090	661759	53.56	51	1	Curveball	5	5	5	5	5	5	5	32	0.000	-0.061	168	correct	ball
CU	4/16/2022	82.5	-1.51	6.28	Grimm, Justin	605548	518748	ball	14	R	L	R	TOR	OAK	B	0	1	2022	1.02	-0.82	1.72	2.39	2	6	Bot	3.67	1.68	83.0	2195	661759	53.60	51	2	Curveball	5	5	5	5	5	5	5	33	0.000	0.037	169	correct	ball
CU	4/16/2022	81.0	-2.03	6.00	Grimm, Justin	605548	518748	foul	9	R	L	R	TOR	OAK	S	1	1	2022	1.21	-0.39	0.80	1.96	2	6	Bot	3.55	1.63	81.3	2453	661759	53.79	51	3	Curveball	5	5	5	5	5	5	5	45	0.000	-0.102	170	correct	ball
FF	4/16/2022	92.0	-1.47	6.26	Grimm, Justin	605548	518748	swinging_strike	12	R	L	R	TOR	OAK	S	1	2	2022	-0.55	1.66	0.09	4.09	2	6	Bot	3.55	1.63	92.4	2098	661759	53.78	51	4	4-Seam Fastball	5	5	5	5	5	5	5	205	-0.065	-0.319	171	correct	ball
KC	4/16/2022	79.6	-2.53	6.21	Phelps, David	542194	475479	called_strike	5	R	R	R	TOR	OAK	S	0	0	2022	0.34	-0.77	0.14	2.90	0	7	Top	3.75	1.74	78.1	2505	661759	55.39	52	1	Knuckle Curve	5	5	5	5	5	5	5	42	0.000	-0.034	172	correct	ball
FC	4/16/2022	88.6	-2.42	6.25	Phelps, David	542194	475479	swinging_strike	12	R	R	R	TOR	OAK	S	0	1	2022	0.28	1.02	1.11	3.21	0	7	Top	3.49	1.60	87.0	2347	661759	55.34	52	2	Cutter	5	5	5	5	5	5	5	198	0.000	-0.046	173	correct	ball
KC	4/16/2022	78.2	-2.46	6.26	Phelps, David	542194	475479	ball	14	R	R	R	TOR	OAK	B	0	2	2022	0.44	-0.96	0.50	0.44	0	7	Top	3.62	1.71	76.3	2554	661759	55.44	52	3	Knuckle Curve	5	5	5	5	5	5	5	30	0.000	0.017	174	correct	ball
FC	4/16/2022	89.4	-2.46	6.20	Phelps, David	542194	475479	ball	13	R	R	R	TOR	OAK	B	1	2	2022	0.09	1.05	-0.33	1.41	0	7	Top	3.48	1.65	88.1	2403	661759	55.31	52	4	Cutter	5	5	5	5	5	5	5	208	0.000	0.037	175	correct	ball
KC	4/16/2022	82.3	-2.43	6.20	Phelps, David	542194	475479	hit_into_play	9	R	R	R	TOR	OAK	X	2	2	2022	0.37	-0.49	0.55	2.05	0	7	Top	3.49	1.60	80.7	2624	661759	55.42	52	5	Knuckle Curve	5	5	5	5	5	5	5	33	0.039	-0.195	176	correct	hit_into_play
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	-0.57	1.51	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	incorrect	called_strike
SI	4/16/2022	93.6	-2.35	6.13	Phelps, David	665506	475479	called_strike	8	R	R	R	TOR	OAK	S	0	1	2022	-1.35	1.09	-0.25	1.60	1	7	Top	3.47	1.57	91.9	2182	661759	55.12	53	2	Sinker	5	5	5	5	5	5	5	212	0.000	-0.031	178	correct	ball
FC	4/16/2022	90.3	-2.51	6.15	Phelps, David	665506	475479	foul	4	R	R	R	TOR	OAK	S	0	2	2022	0.04	1.04	-0.81	2.21	1	7	Top	3.47	1.59	88.9	2386	661759	55.29	53	3	Cutter	5	5	5	5	5	5	5	209	0.000	0.000	179	correct	ball
FF	4/16/2022	93.0	-2.35	6.26	Phelps, David	665506	475479	foul	2	R	R	R	TOR	OAK	S	0	2	2022	-0.63	1.53	0.24	3.57	1	7	Top	3.47	1.59	91.2	2381	661759	55.23	53	4	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.000	180	correct	ball
KC	4/16/2022	80.3	-2.46	6.17	Phelps, David	665506	475479	ball	14	R	R	R	TOR	OAK	B	0	2	2022	0.25	-0.73	0.16	0.98	1	7	Top	3.47	1.57	78.8	2615	661759	55.41	53	5	Knuckle Curve	5	5	5	5	5	5	5	29	0.000	0.011	181	correct	ball
FF	4/16/2022	94.1	-2.22	6.20	Phelps, David	665506	475479	hit_into_play	12	R	R	R	TOR	OAK	X	1	2	2022	-0.57	1.55	0.42	4.39	1	7	Top	3.47	1.59	92.4	2292	661759	55.18	53	6	4-Seam Fastball	5	5	5	5	5	5	5	218	0.028	-0.112	182	correct	ball
KC	4/16/2022	81.3	-2.59	6.17	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	0	0	2022	0.20	-0.66	-0.28	1.13	2	7	Top	3.56	1.65	79.6	2605	661759	55.39	54	1	Knuckle Curve	5	5	5	5	5	5	5	35	0.000	0.015	183	correct	ball
KC	4/16/2022	80.1	-2.67	6.24	Phelps, David	664913	475479	ball	11	R	L	R	TOR	OAK	B	1	0	2022	0.44	-0.68	-0.91	3.67	2	7	Top	3.51	1.60	78.4	2581	661759	55.48	54	2	Knuckle Curve	5	5	5	5	5	5	5	39	0.000	0.023	184	correct	ball
FC	4/16/2022	89.1	-2.58	6.14	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	2	0	2022	0.15	0.92	-0.10	1.09	2	7	Top	3.64	1.60	87.6	2426	661759	55.32	54	3	Cutter	5	5	5	5	5	5	5	194	0.000	0.042	185	correct	ball
FF	4/16/2022	93.7	-2.44	6.16	Phelps, David	664913	475479	foul	5	R	L	R	TOR	OAK	S	3	0	2022	-0.83	1.35	-0.07	2.50	2	7	Top	3.41	1.56	91.7	2270	661759	55.33	54	4	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.026	186	correct	ball
CH	4/16/2022	88.0	-2.42	6.19	Phelps, David	664913	475479	hit_into_play	11	R	L	R	TOR	OAK	X	3	1	2022	-1.61	0.53	-0.85	2.98	2	7	Top	3.41	1.56	86.1	2103	661759	55.24	54	5	Changeup	5	5	5	5	5	5	5	234	0.019	-0.153	187	correct	hit_into_play
FF	4/16/2022	92.2	-1.76	6.27	Grimm, Justin	606132	518748	called_strike	1	R	L	R	TOR	OAK	S	0	0	2022	-0.55	1.41	-0.51	3.20	0	7	Bot	3.49	1.71	92.5	2176	661759	53.74	55	1	4-Seam Fastball	5	5	5	5	5	5	5	210	0.000	-0.034	188	correct	ball
SL	4/16/2022	81.5	-2.48	5.96	Grimm, Justin	606132	518748	foul	8	R	L	R	TOR	OAK	S	0	1	2022	1.37	-0.29	-0.08	1.61	0	7	Bot	3.49	1.60	81.6	2413	661759	53.87	55	2	Slider	5	5	5	5	5	5	5	50	0.000	-0.046	189	correct	ball
CU	4/16/2022	83.9	-1.96	6.06	Grimm, Justin	606132	518748	ball	14	R	L	R	TOR	OAK	B	0	2	2022	1.30	-0.64	2.50	0.51	0	7	Bot	3.49	1.60	83.9	2506	661759	53.71	55	3	Curveball	5	5	5	5	5	5	5	37	0.000	0.017	190	correct	ball
CU	4/16/2022	83.6	-1.66	6.23	Grimm, Justin	606132	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	1	2	2022	1.02	-0.89	0.13	0.28	0	7	Bot	3.49	1.60	84.0	2208	661759	53.64	55	4	Curveball	5	5	5	5	5	5	5	28	-0.038	-0.158	191	correct	ball
SL	4/16/2022	82.8	-1.92	6.17	Grimm, Justin	666182	518748	hit_into_play	8	R	R	R	TOR	OAK	X	0	0	2022	1.35	-0.69	0.22	1.99	1	7	Bot	3.37	1.53	83.0	2555	661759	53.87	56	1	Slider	5	5	5	5	5	5	5	42	-0.028	-0.156	192	correct	ball
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	2022	-0.53	1.36	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	incorrect	called_strike
CU	4/16/2022	83.6	-1.86	6.12	Grimm, Justin	665489	518748	ball	14	R	R	R	TOR	OAK	B	0	1	2022	1.22	-0.80	1.47	0.75	2	7	Bot	3.59	1.60	83.5	2464	661759	53.78	57	2	Curveball	5	5	5	5	5	5	5	40	0.000	0.011	194	correct	ball
SL	4/16/2022	83.8	-1.92	6.13	Grimm, Justin	665489	518748	hit_into_play	12	R	R	R	TOR	OAK	X	1	1	2022	1.37	0.11	1.08	2.59	2	7	Bot	3.47	1.59	83.9	2385	661759	53.88	57	3	Slider	5	5	5	5	5	5	5	45	-0.020	-0.093	195	correct	ball
SI	4/16/2022	92.6	-2.90	5.24	Garcia, Yimi	640461	554340	foul	7	R	R	R	TOR	OAK	S	0	0	2022	-1.47	0.42	-0.40	1.89	0	8	Top	3.47	1.59	91.1	2142	661759	54.85	58	1	Sinker	5	5	5	5	5	5	5	230	0.000	-0.034	196	correct	ball
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	2022	-0.40	1.12	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	incorrect	called_strike
SI	4/16/2022	92.9	-2.84	5.20	Garcia, Yimi	640461	554340	hit_into_play	13	R	R	R	TOR	OAK	X	1	1	2022	-1.44	0.59	-1.21	2.30	0	8	Top	3.47	1.59	91.7	2129	661759	54.69	58	3	Sinker	5	5	5	5	5	5	5	229	0.046	-0.212	198	correct	ball
SL	4/16/2022	88.0	-3.00	5.12	Garcia, Yimi	462101	554340	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.48	0.62	0.66	2.69	1	8	Top	3.37	1.53	86.8	2375	661759	54.89	59	1	Slider	5	5	5	5	5	5	5	203	0.000	-0.024	199	correct	ball
CU	4/16/2022	79.7	-2.82	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	0	1	2022	1.55	-0.44	0.84	0.87	1	8	Top	3.29	1.35	78.3	2749	661759	54.89	59	2	Curveball	5	5	5	5	5	5	5	56	0.000	0.016	200	correct	ball
CU	4/16/2022	81.0	-2.85	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	1	1	2022	1.16	-0.34	1.01	0.94	1	8	Top	3.34	1.38	79.8	2662	661759	54.82	59	3	Curveball	5	5	5	5	5	5	5	83	0.000	0.033	201	correct	ball
SL	4/16/2022	88.8	-2.94	5.06	Garcia, Yimi	462101	554340	foul	8	R	R	R	TOR	OAK	S	2	1	2022	0.36	0.68	0.24	1.87	1	8	Top	3.37	1.53	87.7	2334	661759	54.79	59	4	Slider	5	5	5	5	5	5	5	192	0.000	-0.046	202	correct	ball
SI	4/16/2022	93.6	-2.77	5.09	Garcia, Yimi	462101	554340	ball	13	R	R	R	TOR	OAK	B	2	2	2022	-1.50	0.43	-0.27	0.63	1	8	Top	3.40	1.41	92.3	2210	661759	54.60	59	5	Sinker	5	5	5	5	5	5	5	226	0.000	0.073	203	correct	ball
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	2022	0.32	0.73	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	incorrect	called_strike
SL	4/16/2022	87.6	-2.83	5.17	Garcia, Yimi	476704	554340	ball	14	R	L	R	TOR	OAK	B	0	0	2022	0.52	0.76	1.42	2.26	1	8	Top	3.59	1.85	86.6	2437	661759	54.83	60	1	Slider	5	5	5	5	5	5	5	199	0.000	0.042	205	correct	ball
SI	4/16/2022	91.9	-2.81	5.17	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	1	0	2022	-1.43	0.74	-1.24	1.37	1	8	Top	3.59	1.74	90.5	2138	661759	54.80	60	2	Sinker	5	5	5	5	5	5	5	225	0.000	0.080	206	correct	ball
SI	4/16/2022	93.0	-2.88	5.13	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	2	0	2022	-1.45	0.50	-1.29	2.07	1	8	Top	3.56	1.74	91.7	2179	661759	54.84	60	3	Sinker	5	5	5	5	5	5	5	220	0.000	0.108	207	correct	ball
SI	4/16/2022	90.7	-2.65	5.20	Garcia, Yimi	476704	554340	ball	11	R	L	R	TOR	OAK	B	3	0	2022	-1.43	0.83	-1.06	3.10	1	8	Top	3.51	1.63	89.6	2088	661759	54.74	60	4	Sinker	5	5	5	5	5	5	5	230	-0.066	0.150	208	correct	ball
SI	4/16/2022	94.2	-2.82	5.10	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	0	0	2022	-1.42	0.53	-1.85	2.16	1	8	Top	3.53	1.68	93.3	2192	661759	54.63	61	1	Sinker	5	5	5	5	5	5	5	228	0.000	0.063	209	correct	ball
SL	4/16/2022	89.4	-2.84	5.12	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	1	0	2022	0.37	0.99	0.08	2.13	1	8	Top	3.49	1.63	88.7	2455	661759	54.75	61	2	Slider	5	5	5	5	5	5	5	207	0.000	-0.089	210	correct	ball
CH	4/16/2022	87.1	-2.73	5.22	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	1	1	2022	-1.60	0.20	-0.41	1.29	1	8	Top	3.49	1.68	86.0	1757	661759	54.69	61	3	Changeup	5	5	5	5	5	5	5	246	0.000	0.072	211	correct	ball
SI	4/16/2022	92.3	-2.73	5.23	Garcia, Yimi	669221	554340	ball	11	R	R	R	TOR	OAK	B	2	1	2022	-1.51	0.59	-1.60	2.63	1	8	Top	3.49	1.68	90.7	2078	661759	54.91	61	4	Sinker	5	5	5	5	5	5	5	228	-0.107	0.172	212	correct	ball
FF	4/16/2022	94.6	-2.88	5.00	Garcia, Yimi	669221	554340	called_strike	5	R	R	R	TOR	OAK	S	3	1	2022	-0.93	1.04	0.14	2.78	1	8	Top	3.43	1.63	93.9	2285	661759	54.69	61	5	4-Seam Fastball	5	5	5	5	5	5	5	236	0.000	-0.203	213	correct	ball
FF	4/16/2022	94.3	-2.86	5.03	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	3	2	2022	-0.81	1.06	-0.18	1.98	1	8	Top	3.43	1.63	93.9	2346	661759	54.61	61	6	4-Seam Fastball	5	5	5	5	5	5	5	229	0.164	-0.680	214	correct	ball
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	2022	0.60	0.06	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	incorrect	called_strike
SL	4/16/2022	87.8	-2.93	5.18	Garcia, Yimi	643393	554340	hit_into_play	9	R	L	R	TOR	OAK	X	1	0	2022	0.32	0.65	0.46	1.54	2	8	Top	3.10	1.45	86.8	2345	661759	54.92	62	2	Slider	5	5	5	5	5	5	5	204	0.117	-0.569	216	correct	ball
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	2022	0.26	-0.10	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	incorrect	called_strike
SL	4/16/2022	81.6	-0.20	6.61	Jiménez, Dany	666971	666204	called_strike	6	R	R	R	TOR	OAK	S	1	0	2022	0.42	-0.06	0.76	2.90	0	8	Bot	3.48	1.71	80.5	2267	661759	54.87	63	2	Slider	5	5	5	5	5	5	5	115	0.000	-0.043	218	correct	ball
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	2022	-0.31	1.29	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	incorrect	called_strike
FF	4/16/2022	94.8	-0.27	6.48	Jiménez, Dany	666971	666204	ball	12	R	R	R	TOR	OAK	B	1	2	2022	0.00	1.26	0.10	5.78	0	8	Bot	3.55	1.60	93.9	2218	661759	54.73	63	4	4-Seam Fastball	5	5	5	5	5	5	5	192	0.000	0.037	220	correct	ball
SL	4/16/2022	83.3	-0.08	6.44	Jiménez, Dany	666971	666204	ball	14	R	R	R	TOR	OAK	B	2	2	2022	0.34	-0.13	0.91	1.35	0	8	Bot	3.55	1.60	82.7	2370	661759	54.74	63	5	Slider	5	5	5	5	5	5	5	92	0.000	0.103	221	correct	ball
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	2022	0.23	0.35	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	incorrect	called_strike
SL	4/16/2022	82.9	-0.18	6.54	Jiménez, Dany	656305	666204	called_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.30	-0.13	0.60	2.48	1	8	Bot	3.37	1.57	82.3	2415	661759	54.85	64	1	Slider	5	5	5	5	5	5	5	83	0.000	-0.024	223	correct	ball
FF	4/16/2022	94.4	0.02	6.45	Jiménez, Dany	656305	666204	ball	12	R	R	R	TOR	OAK	B	0	1	2022	-0.13	1.51	1.26	3.78	1	8	Bot	3.45	1.57	93.6	2191	661759	54.55	64	2	4-Seam Fastball	5	5	5	5	5	5	5	196	0.000	0.016	224	correct	ball
SL	4/16/2022	82.1	-0.21	6.45	Jiménez, Dany	656305	666204	called_strike	9	R	R	R	TOR	OAK	S	1	1	2022	0.39	0.08	0.75	1.86	1	8	Bot	3.37	1.54	81.6	2395	661759	54.75	64	3	Slider	5	5	5	5	5	5	5	86	0.000	-0.036	225	correct	ball
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	2022	0.39	0.10	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	incorrect	called_strike
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	2022	-0.42	1.47	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	incorrect	called_strike
SL	4/16/2022	81.6	-0.21	6.44	Jiménez, Dany	641470	666204	called_strike	9	R	L	R	TOR	OAK	S	1	0	2022	0.38	-0.26	0.62	2.25	2	8	Bot	3.70	1.65	80.8	2360	661759	54.86	65	2	Slider	5	5	5	5	5	5	5	76	0.000	-0.021	228	correct	ball
FF	4/16/2022	95.0	-0.24	6.43	Jiménez, Dany	641470	666204	swinging_strike	12	R	L	R	TOR	OAK	S	1	1	2022	0.11	1.53	0.24	3.96	2	8	Bot	3.49	1.60	94.4	2104	661759	54.53	65	3	4-Seam Fastball	5	5	5	5	5	5	5	200	0.000	-0.023	229	correct	ball
SL	4/16/2022	83.2	-0.01	6.44	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	1	2	2022	0.34	-0.05	0.86	-0.14	2	8	Bot	3.56	1.57	82.9	2290	661759	54.49	65	4	Slider	5	5	5	5	5	5	5	131	0.000	0.014	230	correct	ball
SL	4/16/2022	83.5	-0.23	6.40	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	2	2	2022	0.06	0.16	1.10	-1.78	2	8	Bot	3.53	1.65	82.3	2252	661759	54.65	65	5	Slider	5	5	5	5	5	5	5	28	0.000	0.033	231	correct	ball
SL	4/16/2022	80.8	-0.28	6.54	Jiménez, Dany	641470	666204	swinging_strike	2	R	L	R	TOR	OAK	S	3	2	2022	0.12	0.30	-0.21	3.36	2	8	Bot	3.49	1.60	80.3	2230	661759	54.80	65	6	Slider	5	5	5	5	5	5	5	100	-0.025	-0.116	232	correct	ball
FF	4/16/2022	97.1	-1.96	5.90	Merryweather, Julian	641856	657240	foul	8	R	L	R	TOR	OAK	S	0	0	2022	-0.68	1.40	-0.12	1.92	0	9	Top	3.41	1.56	97.4	2292	661759	53.85	66	1	4-Seam Fastball	5	5	5	5	5	5	5	217	0.000	-0.034	233	correct	ball
FF	4/16/2022	96.6	-1.91	5.97	Merryweather, Julian	641856	657240	swinging_strike	4	R	L	R	TOR	OAK	S	0	1	2022	-0.52	1.27	-0.36	2.67	0	9	Top	3.41	1.56	97.1	2276	661759	53.85	66	2	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.046	234	correct	ball
CH	4/16/2022	80.9	-1.65	6.09	Merryweather, Julian	641856	657240	foul	13	R	L	R	TOR	OAK	S	0	2	2022	-1.00	0.62	-1.05	1.97	0	9	Top	3.41	1.56	81.3	1339	661759	53.93	66	3	Changeup	5	5	5	5	5	5	5	227	0.000	0.000	235	correct	ball
CH	4/16/2022	81.5	-1.62	6.05	Merryweather, Julian	641856	657240	ball	13	R	L	R	TOR	OAK	B	0	2	2022	-0.99	0.75	-0.99	1.08	0	9	Top	3.29	1.46	82.2	1299	661759	53.89	66	4	Changeup	5	5	5	5	5	5	5	221	0.000	0.017	236	correct	ball
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	2022	-0.77	1.32	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	incorrect	called_strike
CU	4/16/2022	80.0	-1.79	6.00	Merryweather, Julian	542194	657240	called_strike	1	R	R	R	TOR	OAK	S	0	0	2022	0.85	-1.28	-0.33	3.21	1	9	Top	3.56	1.71	79.9	2347	661759	54.02	67	1	Curveball	5	5	5	5	5	5	5	25	0.000	-0.024	238	correct	ball
CU	4/16/2022	80.9	-1.71	6.03	Merryweather, Julian	542194	657240	foul	4	R	R	R	TOR	OAK	S	0	1	2022	0.84	-1.36	-0.47	2.54	1	9	Top	3.49	1.60	80.8	2459	661759	54.00	67	2	Curveball	5	5	5	5	5	5	5	21	0.000	-0.031	239	correct	ball
FF	4/16/2022	97.4	-1.86	6.02	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	2022	-0.47	1.30	-0.75	2.95	1	9	Top	3.49	1.60	97.9	1973	661759	53.87	67	3	4-Seam Fastball	5	5	5	5	5	5	5	222	0.000	0.000	240	correct	ball
SL	4/16/2022	88.5	-1.68	5.99	Merryweather, Julian	542194	657240	foul	14	R	R	R	TOR	OAK	S	0	2	2022	0.25	0.20	0.39	1.18	1	9	Top	3.49	1.60	89.3	2102	661759	53.98	67	4	Slider	5	5	5	5	5	5	5	197	0.000	0.000	241	correct	ball
FF	4/16/2022	97.6	-1.92	6.00	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	2022	-0.75	1.35	-0.59	3.25	1	9	Top	3.49	1.60	98.1	2322	661759	53.79	67	5	4-Seam Fastball	5	5	5	5	5	5	5	219	0.000	0.000	242	correct	ball
CU	4/16/2022	80.4	-1.80	5.99	Merryweather, Julian	542194	657240	ball	11	R	R	R	TOR	OAK	B	0	2	2022	1.15	-0.88	-1.14	4.13	1	9	Top	3.49	1.65	80.5	2055	661759	53.97	67	6	Curveball	5	5	5	5	5	5	5	33	0.000	0.011	243	correct	ball
FF	4/16/2022	97.0	-1.77	5.99	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	1	2	2022	-0.58	1.29	-0.40	3.27	1	9	Top	3.49	1.60	97.3	2123	661759	53.95	67	7	4-Seam Fastball	5	5	5	5	5	5	5	212	0.000	0.000	244	correct	ball
SL	4/16/2022	88.5	-1.73	6.00	Merryweather, Julian	542194	657240	hit_into_play	9	R	R	R	TOR	OAK	X	1	2	2022	0.31	0.36	0.29	2.13	1	9	Top	3.49	1.60	89.6	2137	661759	53.84	67	8	Slider	5	5	5	5	5	5	5	215	-0.060	0.306	245	correct	ball
FF	4/16/2022	97.2	-1.88	5.95	Merryweather, Julian	665506	657240	ball	13	R	R	R	TOR	OAK	B	0	0	2022	-0.48	1.63	-0.11	1.28	1	9	Top	3.51	1.60	97.9	2271	661759	53.76	68	1	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.042	246	correct	ball
FF	4/16/2022	97.3	-1.78	5.98	Merryweather, Julian	665506	657240	hit_into_play	8	R	R	R	TOR	OAK	X	1	0	2022	-0.42	1.60	0.10	2.01	1	9	Top	3.47	1.59	97.7	2256	661759	53.92	68	2	4-Seam Fastball	5	5	5	5	7	5	7	215	-0.420	1.677	247	correct	ball
CH	4/16/2022	81.8	-1.78	6.07	Merryweather, Julian	664913	657240	called_strike	9	R	L	R	TOR	OAK	S	0	0	2022	-1.09	0.70	0.31	2.08	1	9	Top	3.41	1.62	82.5	1374	661759	53.77	69	1	Changeup	5	7	7	5	7	5	7	222	0.000	-0.024	248	correct	ball
CU	4/16/2022	80.1	-1.86	6.04	Merryweather, Julian	664913	657240	ball	11	R	L	R	TOR	OAK	B	0	1	2022	0.97	-0.76	-1.28	4.49	1	9	Top	3.40	1.54	80.2	1812	661759	54.00	69	2	Curveball	5	7	7	5	7	5	7	27	0.000	0.016	249	correct	ball
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	2022	-0.46	1.31	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	incorrect	called_strike
CH	4/16/2022	81.3	-1.65	6.08	Merryweather, Julian	664913	657240	called_strike	4	R	L	R	TOR	OAK	S	2	1	2022	-1.04	0.89	-0.32	2.45	1	9	Top	3.41	1.54	81.5	1342	661759	53.94	69	4	Changeup	5	7	7	5	7	5	7	222	0.000	-0.046	251	correct	ball
CH	4/16/2022	81.0	-1.57	6.08	Merryweather, Julian	664913	657240	swinging_strike	4	R	L	R	TOR	OAK	S	2	2	2022	-0.79	1.01	-0.35	2.28	1	9	Top	3.41	1.56	81.5	1332	661759	53.86	69	5	Changeup	5	7	7	5	7	5	7	224	0.006	-0.134	252	correct	ball
SL	4/16/2022	89.0	-1.74	6.02	Merryweather, Julian	640461	657240	called_strike	6	R	R	R	TOR	OAK	S	0	0	2022	0.16	0.09	0.79	2.37	2	9	Top	3.62	1.65	89.6	2241	661759	53.82	70	1	Slider	5	7	7	5	7	5	7	352	0.000	-0.017	253	correct	ball
SL	4/16/2022	88.3	-1.76	6.05	Merryweather, Julian	640461	657240	foul	5	R	R	R	TOR	OAK	S	0	1	2022	0.30	-0.05	0.00	2.36	2	9	Top	3.47	1.59	88.2	2122	661759	53.96	70	2	Slider	5	7	7	5	7	5	7	141	0.000	-0.023	254	correct	ball
FF	4/16/2022	95.7	-1.88	6.01	Merryweather, Julian	640461	657240	swinging_strike	11	R	R	R	TOR	OAK	S	0	2	2022	-0.68	1.33	-0.33	3.78	2	9	Top	3.47	1.59	96.2	2158	661759	53.91	70	3	4-Seam Fastball	5	7	7	5	7	5	7	216	0.003	-0.059	255	correct	ball
FF	4/16/2022	96.8	-1.33	6.22	Trivino, Lou	672386	642152	ball	12	R	R	R	TOR	OAK	B	0	0	2022	-0.71	1.26	1.06	2.37	0	9	Bot	2.93	1.32	96.4	2059	661759	54.06	71	1	4-Seam Fastball	5	7	5	7	7	5	5	227	0.000	0.033	256	correct	ball
FF	4/16/2022	96.7	-1.35	6.11	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	1	0	2022	-0.70	1.09	1.51	2.05	0	9	Bot	3.18	1.40	96.4	1960	661759	54.08	71	2	4-Seam Fastball	5	7	5	7	7	5	5	226	0.000	0.063	257	correct	ball
SI	4/16/2022	96.7	-1.41	6.14	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	2	0	2022	-1.32	0.94	0.96	1.55	0	9	Bot	2.96	1.29	96.4	2113	661759	54.14	71	3	Sinker	5	7	5	7	7	5	5	223	0.000	0.134	258	correct	ball
FF	4/16/2022	96.3	-1.38	6.21	Trivino, Lou	672386	642152	called_strike	3	R	R	R	TOR	OAK	S	3	0	2022	-0.86	1.18	0.54	2.75	0	9	Bot	3.04	1.38	95.5	1980	661759	54.30	71	4	4-Seam Fastball	5	7	5	7	7	5	5	219	0.000	-0.076	259	correct	ball
SI	4/16/2022	96.9	-1.45	6.16	Trivino, Lou	672386	642152	ball	11	R	R	R	TOR	OAK	B	3	1	2022	-1.40	0.78	-0.64	3.29	0	9	Bot	3.15	1.46	96.7	2081	661759	54.11	71	5	Sinker	5	7	5	7	7	5	5	221	0.090	0.245	260	correct	ball
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	2022	-1.46	0.69	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	incorrect	called_strike
CH	4/16/2022	87.3	-1.54	6.20	Trivino, Lou	669289	642152	foul	11	R	R	R	TOR	OAK	S	0	1	2022	-1.50	0.08	-1.25	2.42	0	9	Bot	3.30	1.50	86.8	1854	661759	54.24	72	2	Changeup	5	7	5	7	7	5	5	260	0.000	-0.080	262	correct	ball
CH	4/16/2022	87.6	-1.36	6.09	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	0	2	2022	-1.23	0.18	0.83	1.00	0	9	Bot	3.56	1.49	87.7	1851	661759	53.88	72	3	Changeup	5	7	5	7	7	5	5	261	0.000	0.042	263	correct	ball
SI	4/16/2022	97.5	-1.33	6.20	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	1	2	2022	-1.44	0.85	0.53	1.46	0	9	Bot	3.59	1.60	97.0	2123	661759	54.24	72	4	Sinker	5	7	5	7	7	5	5	222	0.000	0.085	264	correct	ball
CH	4/16/2022	87.8	-1.42	6.16	Trivino, Lou	669289	642152	swinging_strike_blocked	14	R	R	R	TOR	OAK	S	2	2	2022	-1.36	-0.05	0.55	0.56	0	9	Bot	3.30	1.50	87.6	1903	661759	53.93	72	5	Changeup	5	7	5	7	7	5	5	261	-0.074	-0.336	265	correct	ball
FC	4/16/2022	93.8	-1.16	6.28	Trivino, Lou	543807	642152	ball	14	R	R	R	TOR	OAK	B	0	0	2022	-0.56	0.66	1.66	2.08	1	9	Bot	3.49	1.51	93.7	2237	661759	54.27	73	1	Cutter	5	7	5	7	7	5	5	212	0.000	0.042	266	correct	ball
SI	4/16/2022	95.7	-1.27	6.23	Trivino, Lou	543807	642152	swinging_strike	2	R	R	R	TOR	OAK	S	1	0	2022	-1.28	0.78	-0.04	2.93	1	9	Bot	3.49	1.60	95.7	1995	661759	54.24	73	2	Sinker	5	7	5	7	7	5	5	218	0.000	-0.058	267	correct	ball
SI	4/16/2022	96.4	-1.28	6.23	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	1	1	2022	-1.16	0.88	-0.86	4.10	1	9	Bot	3.49	1.49	96.4	2006	661759	54.28	73	3	Sinker	5	7	5	7	7	5	5	244	0.000	0.073	268	correct	ball
CH	4/16/2022	88.0	-1.52	6.14	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	2	1	2022	-1.17	-0.06	-0.99	2.84	1	9	Bot	3.45	1.51	88.0	1660	661759	54.12	73	4	Changeup	5	7	5	7	7	5	5	263	0.000	0.102	269	correct	ball
SI	4/16/2022	96.9	-1.28	6.22	Trivino, Lou	543807	642152	foul	1	R	R	R	TOR	OAK	S	3	1	2022	-1.35	0.75	-0.78	3.05	1	9	Bot	3.49	1.60	96.6	1944	661759	54.28	73	5	Sinker	5	7	5	7	7	5	5	219	0.000	-0.099	270	correct	ball
FF	4/16/2022	97.0	-1.28	6.20	Trivino, Lou	543807	642152	swinging_strike	12	R	R	R	TOR	OAK	S	3	2	2022	-0.49	1.31	0.90	3.45	1	9	Bot	3.49	1.60	96.9	2004	661759	54.15	73	6	4-Seam Fastball	5	7	5	7	7	5	5	218	-0.059	-0.355	271	correct	ball
SI	4/16/2022	96.2	-1.42	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	0	0	2022	-1.45	0.77	-2.18	3.94	2	9	Bot	3.48	1.62	96.0	2023	661759	54.28	74	1	Sinker	5	7	5	7	7	5	5	219	0.002	0.032	272	correct	ball
CH	4/16/2022	89.4	-1.41	6.14	Trivino, Lou	606132	642152	swinging_strike_blocked	13	R	L	R	TOR	OAK	S	1	0	2022	-1.43	0.00	-0.28	0.45	2	9	Bot	3.49	1.60	88.9	1781	661759	54.28	74	2	Changeup	5	7	5	7	7	5	5	259	0.000	-0.053	273	correct	ball
CH	4/16/2022	88.4	-1.45	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	1	1	2022	-1.35	0.18	-1.55	2.95	2	9	Bot	3.49	1.65	88.0	1701	661759	54.32	74	3	Changeup	5	7	5	7	7	5	5	263	0.000	0.036	274	correct	ball
SI	4/16/2022	96.8	-1.31	6.13	Trivino, Lou	606132	642152	swinging_strike	5	R	L	R	TOR	OAK	S	2	1	2022	-1.36	0.86	0.21	2.28	2	9	Bot	3.49	1.60	97.0	2017	661759	53.97	74	4	Sinker	5	7	5	7	7	5	5	211	0.000	-0.074	275	correct	ball
FF	4/16/2022	96.1	-1.39	6.17	Trivino, Lou	606132	642152	foul	11	R	L	R	TOR	OAK	S	2	2	2022	-0.80	1.05	-1.31	3.46	2	9	Bot	3.49	1.60	96.2	2002	661759	54.13	74	5	4-Seam Fastball	5	7	5	7	7	5	5	231	0.000	0.000	276	correct	ball
CH	4/16/2022	87.4	-1.38	6.11	Trivino, Lou	606132	642152	swinging_strike	8	R	L	R	TOR	OAK	S	2	2	2022	-1.32	-0.35	-0.09	2.12	2	9	Bot	3.49	1.60	87.4	1714	661759	53.92	74	6	Changeup	5	7	5	7	7	5	5	266	-0.046	-0.259	277	correct	ball

Updated version:

model_outcome2 <- rpart(description ~ call + true + outs_when_up + inning + bat_score + fld_score + balls + 
                          strikes + plate_x + plate_z, 
                       data = all_added)
predictions_outcome2 <- as.data.frame(predict(model_outcome2))

# get the column names of the largest values
predictions_outcome2$highest<- (colnames(predictions_outcome2)[max.col(predictions_outcome2)])

# add in to data frame
all_added <- all_added %>% 
  mutate(pred_outcome = predictions_outcome2$highest)

Full data with incorrect pitches highlighted:

fill3 <- which(all_added$ump_call == "incorrect")

## Warning: Unknown or uninitialised column: `ump_call`.

all_added %>% 
  dplyr::select(-des) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(fill3, background = "skyblue") %>% 
  scroll_box(height = "500px")

pitch_type	game_date	release_speed	release_pos_x	release_pos_z	player_name	batter	pitcher…8	description	zone	game_type	stand	p_throws	home_team	away_team	type	balls	strikes	plate_x	plate_z	outs_when_up	inning	inning_topbot	sz_top	sz_bot	effective_speed	release_spin_rate	game_pk	release_pos_y	at_bat_number	pitch_number	pitch_name	home_score	away_score	bat_score	fld_score	post_away_score	post_home_score	post_bat_score	spin_axis	delta_home_win_exp	delta_run_exp	id	sz_l	sz_r	new_sz_top	new_sz_bot	new_sz_l	new_sz_r	true	call	pred_outcome
FF	4/16/2022	88.5	2.23	6.02	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.29	1.45	0	1	Top	3.37	1.57	88.2	2006	661759	53.99	1	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.033	1	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	fail	ball
FF	4/16/2022	89.5	2.25	6.04	Ryu, Hyun Jin	640461	547943	ball	14	R	R	L	TOR	OAK	B	1	0	1.30	2.14	0	1	Top	3.40	1.57	89.1	2104	661759	54.03	1	2	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	0.063	2	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	69.4	2.17	6.32	Ryu, Hyun Jin	640461	547943	ball	6	R	R	L	TOR	OAK	B	2	0	0.70	2.26	0	1	Top	3.32	1.46	68.6	2533	661759	54.19	1	3	Curveball	0	0	0	0	0	0	0	323	0.000	0.134	3	-0.7083333	0.7083333	3.440833	1.339167	-0.8291667	0.8291667	strike	fail	ball
FF	4/16/2022	89.5	2.19	6.08	Ryu, Hyun Jin	640461	547943	called_strike	5	R	R	L	TOR	OAK	S	3	0	-0.21	2.27	0	1	Top	3.47	1.52	89.0	2061	661759	54.10	1	4	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.076	4	-0.7083333	0.7083333	3.590833	1.399167	-0.8291667	0.8291667	strike	pass	called_strike
FC	4/16/2022	86.1	2.11	6.11	Ryu, Hyun Jin	462101	547943	called_strike	1	R	R	L	TOR	OAK	S	0	1	-0.52	3.24	1	1	Top	3.29	1.38	86.1	2007	661759	54.13	2	2	Cutter	0	0	0	0	0	0	0	156	0.000	-0.031	7	-0.7083333	0.7083333	3.410833	1.259167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	90.2	2.14	6.02	Ryu, Hyun Jin	476704	547943	called_strike	3	R	R	L	TOR	OAK	S	0	0	0.66	2.99	2	1	Top	3.51	1.60	90.2	1993	661759	54.03	3	1	4-Seam Fastball	0	0	0	0	0	0	0	137	0.000	-0.017	9	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	78.7	2.40	5.86	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	2.14	2.89	2	1	Top	3.45	1.46	78.6	1488	661759	54.13	3	2	Changeup	0	0	0	0	0	0	0	117	0.000	0.011	10	-0.7083333	0.7083333	3.570833	1.339167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.4	2.00	6.15	Ryu, Hyun Jin	476704	547943	called_strike	13	R	R	L	TOR	OAK	S	1	2	-0.98	2.18	2	1	Top	3.43	1.57	86.6	2038	661759	54.03	3	4	Cutter	0	0	0	0	0	0	0	156	0.010	-0.070	12	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	91.8	-1.88	6.13	Blackburn, Paul	606132	621112	called_strike	7	R	L	R	TOR	OAK	S	0	0	-0.53	1.71	0	1	Bot	3.49	1.63	91.5	1995	661759	54.34	4	1	Sinker	0	0	0	0	0	0	0	211	0.000	-0.034	13	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	92.8	-1.77	5.99	Blackburn, Paul	665489	621112	ball	13	R	R	R	TOR	OAK	B	0	0	-0.89	1.36	1	1	Bot	3.75	1.63	92.6	1949	661759	54.28	6	1	Sinker	0	0	0	0	0	0	0	208	0.000	0.007	18	-0.7083333	0.7083333	3.870833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.5	-1.61	6.08	Blackburn, Paul	666971	621112	ball	1	R	R	R	TOR	OAK	B	0	0	-0.79	3.56	1	1	Bot	3.48	1.65	92.5	1958	661759	54.30	7	1	Sinker	1	0	1	0	0	1	1	213	0.000	0.042	20	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	fail	ball
SI	4/16/2022	92.9	-1.72	6.01	Blackburn, Paul	666971	621112	called_strike	4	R	R	R	TOR	OAK	S	1	0	-0.34	2.61	1	1	Bot	3.37	1.60	92.8	1971	661759	54.29	7	2	Sinker	1	0	1	0	0	1	1	211	-0.034	-0.058	21	-0.7083333	0.7083333	3.490833	1.479167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	68.5	2.00	6.36	Ryu, Hyun Jin	669221	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.20	3.67	0	2	Top	3.40	1.54	67.7	2379	661759	54.34	8	1	Curveball	1	0	0	1	0	1	0	321	0.000	0.033	23	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	79.6	2.35	5.95	Ryu, Hyun Jin	675656	547943	blocked_ball	14	R	R	L	TOR	OAK	B	0	1	0.09	0.48	0	2	Top	3.43	1.57	79.9	1404	661759	53.81	10	2	Changeup	1	1	1	1	1	1	1	124	0.000	0.047	27	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	88.0	2.13	6.07	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	0	0	0.97	2.83	0	2	Top	3.70	1.79	88.3	2015	661759	53.94	11	1	4-Seam Fastball	1	2	2	1	2	1	2	135	0.000	0.055	30	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	87.5	2.04	5.99	Ryu, Hyun Jin	665506	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.16	1.97	0	2	Top	3.47	1.49	87.9	1932	661759	53.90	12	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.047	34	-0.7083333	0.7083333	3.590833	1.369167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	87.9	1.95	6.07	Ryu, Hyun Jin	623515	547943	called_strike	2	R	R	L	TOR	OAK	S	0	0	-0.12	3.33	1	2	Top	3.51	1.57	87.9	1963	661759	54.04	13	1	4-Seam Fastball	1	3	3	1	3	1	3	136	0.000	-0.043	36	-0.7083333	0.7083333	3.630833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	71.9	1.89	6.18	Ryu, Hyun Jin	623515	547943	blocked_ball	13	R	R	L	TOR	OAK	B	0	1	-1.67	0.31	1	2	Top	3.47	1.60	71.5	2613	661759	54.00	13	2	Curveball	1	3	3	1	3	1	3	328	0.000	0.029	37	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.3	2.02	6.03	Ryu, Hyun Jin	640461	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-1.18	2.05	2	2	Top	3.47	1.60	85.9	2004	661759	53.86	14	1	Cutter	1	3	3	1	3	1	3	155	0.000	0.037	39	-0.7083333	0.7083333	3.590833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.0	-1.70	6.06	Blackburn, Paul	656305	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	1.85	0	2	Bot	3.45	1.63	91.8	1979	661759	54.31	15	1	Sinker	1	3	1	3	3	1	1	215	0.000	-0.034	42	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	80.8	-1.71	6.12	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.39	1.06	0	2	Bot	3.37	1.57	80.3	2550	661759	54.35	15	2	Slider	1	3	1	3	3	1	1	26	0.000	0.025	43	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.7	-1.63	5.97	Blackburn, Paul	656305	621112	ball	13	R	R	R	TOR	OAK	B	1	1	-0.50	1.35	0	2	Bot	3.48	1.54	92.9	1851	661759	54.16	15	3	Sinker	1	3	1	3	3	1	1	208	0.000	0.049	44	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.7	-1.65	6.19	Blackburn, Paul	656305	621112	ball	14	R	R	R	TOR	OAK	B	2	1	0.00	0.72	0	2	Bot	3.45	1.63	87.8	1909	661759	54.06	15	4	Changeup	1	3	1	3	3	1	1	220	0.000	0.114	45	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	93.3	-1.56	6.01	Blackburn, Paul	656305	621112	called_strike	9	R	R	R	TOR	OAK	S	3	1	0.78	1.60	0	2	Bot	3.53	1.68	93.5	1963	661759	54.17	15	5	Sinker	1	3	1	3	3	1	1	205	0.000	-0.076	46	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	93.3	-1.70	5.93	Blackburn, Paul	641470	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.36	1.60	1	2	Bot	3.67	1.65	93.3	1950	661759	54.17	16	1	Sinker	1	3	1	3	3	1	1	212	0.000	0.023	49	-0.7083333	0.7083333	3.790833	1.529167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.5	-1.73	6.05	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	1	0	0.59	0.43	1	2	Bot	3.70	1.63	88.7	2030	661759	54.04	16	2	Changeup	1	3	1	3	3	1	1	224	0.000	0.044	50	-0.7083333	0.7083333	3.820833	1.509167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.1	-1.68	6.19	Blackburn, Paul	641470	621112	called_strike	11	R	L	R	TOR	OAK	S	2	0	-0.83	3.32	1	2	Bot	3.62	1.54	87.3	1824	661759	54.24	16	3	Changeup	1	3	1	3	3	1	1	218	0.000	-0.042	51	-0.7083333	0.7083333	3.740833	1.419167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	92.9	-1.46	5.96	Blackburn, Paul	672386	621112	called_strike	14	R	R	R	TOR	OAK	S	0	0	0.89	2.34	1	2	Bot	3.18	1.52	93.0	2026	661759	54.12	17	1	Sinker	1	3	1	3	3	1	1	221	0.000	-0.048	54	-0.7083333	0.7083333	3.300833	1.399167	-0.8291667	0.8291667	ball	fail	called_strike
FC	4/16/2022	87.7	-1.52	6.09	Blackburn, Paul	672386	621112	ball	12	R	R	R	TOR	OAK	B	0	1	0.37	3.76	1	2	Bot	3.26	1.49	87.4	2562	661759	54.42	17	2	Cutter	1	3	1	3	3	1	1	159	0.000	0.031	55	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.3	-1.65	6.07	Blackburn, Paul	672386	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.92	0.84	1	2	Bot	3.26	1.46	87.3	1948	661759	54.12	17	3	Changeup	1	3	1	3	3	1	1	218	0.000	0.073	56	-0.7083333	0.7083333	3.380833	1.339167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.1	-1.45	6.11	Blackburn, Paul	669289	621112	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	2.57	2	2	Bot	3.49	1.61	86.1	2638	661759	54.24	18	1	Cutter	1	3	1	3	3	1	1	124	0.000	-0.035	58	-0.7083333	0.7083333	3.610833	1.489167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	92.3	-1.55	6.09	Blackburn, Paul	669289	621112	ball	11	R	R	R	TOR	OAK	B	0	1	-1.09	2.81	2	2	Bot	3.59	1.60	92.5	2002	661759	54.18	18	2	Sinker	1	3	1	3	3	1	1	206	0.000	0.026	59	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.7	-1.44	6.00	Blackburn, Paul	669289	621112	called_strike	3	R	R	R	TOR	OAK	S	1	1	0.68	3.06	2	2	Bot	3.48	1.57	92.5	2157	661759	54.14	18	3	4-Seam Fastball	1	3	1	3	3	1	1	211	0.000	-0.051	60	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	87.6	2.25	6.02	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	0	0	1.34	2.39	0	3	Top	3.32	1.41	87.7	1903	661759	53.99	19	1	4-Seam Fastball	1	3	3	1	3	1	3	134	0.000	0.033	62	-0.7083333	0.7083333	3.440833	1.289167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	70.2	1.97	6.26	Ryu, Hyun Jin	462101	547943	ball	12	R	R	L	TOR	OAK	B	1	0	0.71	3.66	0	3	Top	3.10	1.35	69.7	2489	661759	54.16	19	2	Curveball	1	3	3	1	3	1	3	319	0.000	0.063	63	-0.7083333	0.7083333	3.220833	1.229167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.0	2.08	6.06	Ryu, Hyun Jin	462101	547943	ball	11	R	R	L	TOR	OAK	B	2	1	-1.42	2.85	0	3	Top	3.29	1.41	86.4	1973	661759	53.95	19	4	Cutter	1	3	3	1	3	1	3	150	0.000	0.114	65	-0.7083333	0.7083333	3.410833	1.289167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	89.1	2.04	5.92	Ryu, Hyun Jin	476704	547943	ball	12	R	R	L	TOR	OAK	B	0	1	1.39	2.54	1	3	Top	3.45	1.54	89.8	1926	661759	53.92	20	2	4-Seam Fastball	1	3	3	1	3	1	3	137	0.000	0.016	68	-0.7083333	0.7083333	3.570833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	71.8	1.86	6.18	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.77	1.37	1	3	Top	3.45	1.60	71.3	2538	661759	54.10	21	1	Curveball	1	3	3	1	3	1	3	324	0.000	0.042	70	-0.7083333	0.7083333	3.570833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	84.8	1.97	6.14	Ryu, Hyun Jin	669221	547943	ball	13	R	R	L	TOR	OAK	B	1	0	-1.32	2.01	1	3	Top	3.49	1.60	85.3	1963	661759	53.87	21	2	Cutter	1	3	3	1	3	1	3	157	0.000	0.080	71	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	78.3	-1.81	6.17	Blackburn, Paul	605548	621112	called_strike	11	R	L	R	TOR	OAK	S	0	0	-0.59	3.58	0	3	Bot	3.45	1.71	77.2	2661	661759	54.55	24	1	Curveball	1	5	1	5	5	1	1	26	0.000	-0.034	75	-0.7083333	0.7083333	3.570833	1.589167	-0.8291667	0.8291667	ball	fail	called_strike
FC	4/16/2022	87.2	-1.64	6.09	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	0	1	1.03	3.87	0	3	Bot	3.67	1.74	87.5	2543	661759	54.37	24	2	Cutter	1	5	1	5	5	1	1	153	0.000	0.025	76	-0.7083333	0.7083333	3.790833	1.619167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.0	-1.60	6.05	Blackburn, Paul	605548	621112	ball	14	R	L	R	TOR	OAK	B	1	1	0.26	1.19	0	3	Bot	3.70	1.79	88.1	1962	661759	54.19	24	3	Changeup	1	5	1	5	5	1	1	219	0.000	0.049	77	-0.7083333	0.7083333	3.820833	1.669167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.5	-1.73	5.93	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	0	-1.06	2.53	1	3	Bot	3.53	1.63	91.6	2026	661759	54.20	25	1	Sinker	1	5	1	5	5	1	1	215	0.000	0.023	80	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	80.6	-1.72	5.88	Blackburn, Paul	666182	621112	ball	14	R	R	R	TOR	OAK	B	0	1	1.34	1.78	2	3	Bot	3.73	1.71	80.1	2702	661759	54.24	26	2	Slider	1	5	1	5	5	1	1	40	0.000	0.011	83	-0.7083333	0.7083333	3.850833	1.589167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.7	-1.42	5.93	Blackburn, Paul	666182	621112	called_strike	12	R	R	R	TOR	OAK	S	1	1	1.04	2.87	2	3	Bot	3.66	1.72	93.0	2064	661759	54.12	26	3	Sinker	1	5	1	5	5	1	1	203	0.000	-0.023	84	-0.7083333	0.7083333	3.780833	1.599167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	88.1	2.01	5.92	Ryu, Hyun Jin	542194	547943	called_strike	8	R	R	L	TOR	OAK	S	0	0	-0.08	1.71	0	4	Top	3.62	1.71	88.4	1913	661759	53.83	27	1	4-Seam Fastball	1	5	5	1	5	1	5	135	0.000	-0.034	86	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
FC	4/16/2022	84.1	2.10	6.01	Ryu, Hyun Jin	542194	547943	ball	14	R	R	L	TOR	OAK	B	0	1	1.52	2.71	0	4	Top	3.73	1.74	84.8	1917	661759	53.97	27	2	Cutter	1	5	5	1	5	1	5	156	0.000	0.025	87	-0.7083333	0.7083333	3.850833	1.619167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	86.6	2.06	6.05	Ryu, Hyun Jin	542194	547943	ball	12	R	R	L	TOR	OAK	B	1	1	0.19	4.65	0	4	Top	3.78	1.79	87.1	1984	661759	53.96	27	3	Cutter	1	5	5	1	5	1	5	149	0.000	0.049	88	-0.7083333	0.7083333	3.900833	1.669167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	71.6	1.91	6.13	Ryu, Hyun Jin	665506	547943	ball	13	R	R	L	TOR	OAK	B	0	0	-0.60	0.49	1	4	Top	3.47	1.63	71.3	2647	661759	54.08	28	1	Curveball	1	5	5	1	5	1	5	326	0.000	0.023	90	-0.7083333	0.7083333	3.590833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	90.0	2.09	5.83	Ryu, Hyun Jin	623515	547943	ball	14	R	R	L	TOR	OAK	B	0	0	0.00	0.92	2	4	Top	3.47	1.57	90.1	2030	661759	53.85	29	1	4-Seam Fastball	1	5	5	1	5	1	5	133	0.000	0.015	93	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.7	-1.50	6.03	Blackburn, Paul	665489	621112	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.13	2.03	0	4	Bot	3.62	1.65	91.8	2025	661759	54.23	30	1	Sinker	1	5	1	5	5	1	1	209	0.000	-0.034	95	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	80.1	-1.76	5.98	Blackburn, Paul	666971	621112	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.32	2.64	1	4	Bot	3.59	1.71	79.5	2602	661759	54.40	31	1	Slider	1	5	1	5	5	1	1	41	0.000	-0.024	97	-0.7083333	0.7083333	3.710833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	91.6	-1.55	5.99	Blackburn, Paul	666971	621112	ball	13	R	R	R	TOR	OAK	B	0	1	-1.39	0.63	1	4	Bot	3.55	1.65	91.3	2066	661759	54.18	31	2	Sinker	1	5	1	5	5	1	1	208	0.000	0.016	98	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.8	-1.55	5.96	Blackburn, Paul	666971	621112	ball	14	R	R	R	TOR	OAK	B	1	1	0.01	0.42	1	4	Bot	3.48	1.68	92.9	2066	661759	54.16	31	3	Sinker	1	5	1	5	5	1	1	221	0.000	0.033	99	-0.7083333	0.7083333	3.600833	1.559167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	80.3	-1.46	6.08	Blackburn, Paul	656305	621112	blocked_ball	14	R	R	R	TOR	OAK	B	0	1	0.80	0.65	1	4	Bot	3.37	1.57	79.7	2821	661759	54.23	32	2	Curveball	1	5	1	5	5	1	1	25	0.000	0.031	102	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.3	-1.54	6.12	Blackburn, Paul	641470	621112	called_strike	5	R	L	R	TOR	OAK	S	0	0	-0.07	3.00	1	4	Bot	3.64	1.68	87.1	1898	661759	54.25	33	1	Changeup	1	5	1	5	5	1	1	215	0.000	-0.081	104	-0.7083333	0.7083333	3.760833	1.559167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	86.6	-1.67	6.06	Blackburn, Paul	641470	621112	ball	14	R	L	R	TOR	OAK	B	0	1	0.38	1.02	1	4	Bot	3.67	1.60	86.7	1809	661759	54.06	33	2	Changeup	1	5	1	5	5	1	1	220	0.000	0.055	105	-0.7083333	0.7083333	3.790833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.3	-1.50	6.13	Blackburn, Paul	641470	621112	ball	11	R	L	R	TOR	OAK	B	1	1	-1.18	4.37	1	4	Bot	3.70	1.68	91.3	1976	661759	54.18	33	3	Sinker	1	5	1	5	5	1	1	211	0.000	0.072	106	-0.7083333	0.7083333	3.820833	1.559167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	79.6	-1.64	5.96	Blackburn, Paul	672386	621112	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.29	2.87	1	4	Bot	3.23	1.46	79.2	2639	661759	54.28	34	1	Slider	2	5	2	5	5	2	2	45	0.000	-0.081	110	-0.7083333	0.7083333	3.350833	1.339167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	91.1	-0.86	5.83	Thornton, Trent	640461	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.13	3.52	0	5	Top	3.24	1.49	90.7	2262	661759	54.41	35	1	4-Seam Fastball	2	5	5	2	5	2	5	201	0.000	-0.034	112	-0.7083333	0.7083333	3.360833	1.369167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	91.4	-0.80	5.87	Thornton, Trent	462101	663423	ball	11	R	R	R	TOR	OAK	B	0	0	-1.58	3.71	0	5	Top	3.18	1.43	91.1	2142	661759	54.43	36	1	Sinker	2	5	5	2	5	2	5	199	0.000	0.059	114	-0.7083333	0.7083333	3.300833	1.309167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.5	-0.77	5.82	Thornton, Trent	462101	663423	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.65	2.52	0	5	Top	3.18	1.35	93.1	2305	661759	54.41	36	2	4-Seam Fastball	2	5	5	2	5	2	5	204	0.000	-0.074	115	-0.7083333	0.7083333	3.300833	1.229167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	93.4	-0.82	5.75	Thornton, Trent	476704	663423	ball	13	R	L	R	TOR	OAK	B	0	0	-0.20	0.47	2	5	Top	3.53	1.65	92.8	2226	661759	54.31	37	1	4-Seam Fastball	2	5	5	2	5	2	5	202	0.000	0.015	117	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	78.6	-0.76	5.96	Thornton, Trent	476704	663423	ball	14	R	L	R	TOR	OAK	B	1	0	0.82	0.90	2	5	Top	3.45	1.57	77.8	3001	661759	54.62	37	2	Curveball	2	5	5	2	5	2	5	25	0.000	0.023	118	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.2	-0.61	5.77	Thornton, Trent	476704	663423	called_strike	4	R	L	R	TOR	OAK	S	2	0	-0.40	2.30	2	5	Top	3.48	1.65	91.8	2416	661759	54.35	37	3	4-Seam Fastball	2	5	5	2	5	2	5	205	0.000	-0.023	119	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	86.6	-1.65	6.08	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	0	0	0.08	0.92	0	5	Bot	3.51	1.54	86.9	1884	661759	54.12	38	1	Changeup	2	5	2	5	5	2	2	218	0.000	0.033	121	-0.7083333	0.7083333	3.630833	1.419167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.4	-1.52	6.09	Blackburn, Paul	669289	621112	called_strike	9	R	R	R	TOR	OAK	S	1	0	0.73	1.78	0	5	Bot	3.53	1.60	85.7	2595	661759	54.24	38	2	Cutter	2	5	2	5	5	2	2	129	0.000	-0.043	122	-0.7083333	0.7083333	3.650833	1.479167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	93.1	-1.43	5.94	Blackburn, Paul	669289	621112	ball	14	R	R	R	TOR	OAK	B	1	2	2.30	2.24	0	5	Bot	3.48	1.54	93.2	2233	661759	54.13	38	4	Sinker	2	5	2	5	5	2	2	205	0.000	0.037	124	-0.7083333	0.7083333	3.600833	1.419167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.0	-1.63	6.07	Blackburn, Paul	605548	621112	ball	11	R	L	R	TOR	OAK	B	0	0	-1.53	2.85	1	5	Bot	3.73	1.76	86.9	1920	661759	54.25	39	1	Changeup	2	5	2	5	5	2	2	212	0.000	0.023	126	-0.7083333	0.7083333	3.850833	1.639167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.0	-1.73	5.88	Blackburn, Paul	605548	621112	ball	12	R	L	R	TOR	OAK	B	1	2	0.20	4.91	1	5	Bot	3.73	1.79	91.7	2268	661759	54.21	39	4	4-Seam Fastball	2	5	2	5	5	2	2	213	0.000	0.023	129	-0.7083333	0.7083333	3.850833	1.669167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	80.4	-1.71	5.84	Blackburn, Paul	605548	621112	called_strike	14	R	L	R	TOR	OAK	S	2	2	0.61	1.67	1	5	Bot	3.75	1.79	79.7	2764	661759	54.23	39	5	Slider	2	5	2	5	5	2	2	38	-0.016	-0.134	130	-0.7083333	0.7083333	3.870833	1.669167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	79.5	-1.92	5.93	Blackburn, Paul	606132	621112	called_strike	14	R	L	R	TOR	OAK	S	0	0	0.97	1.70	2	5	Bot	3.49	1.76	78.6	2581	661759	54.31	40	1	Slider	2	5	2	5	5	2	2	37	0.000	-0.017	131	-0.7083333	0.7083333	3.610833	1.639167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	77.9	-1.98	5.84	Blackburn, Paul	606132	621112	ball	13	R	L	R	TOR	OAK	B	0	1	-1.60	1.98	2	5	Bot	3.53	1.63	77.0	2709	661759	54.43	40	2	Slider	2	5	2	5	5	2	2	42	0.000	0.011	132	-0.7083333	0.7083333	3.650833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.8	-1.61	5.91	Blackburn, Paul	606132	621112	ball	12	R	L	R	TOR	OAK	B	1	1	1.19	3.71	2	5	Bot	3.51	1.68	85.8	2602	661759	54.28	40	3	Cutter	2	5	2	5	5	2	2	126	0.000	0.021	133	-0.7083333	0.7083333	3.630833	1.559167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	87.0	-1.61	6.06	Blackburn, Paul	606132	621112	ball	14	R	L	R	TOR	OAK	B	2	1	1.53	0.56	2	5	Bot	3.48	1.74	87.0	1914	661759	54.21	40	4	Changeup	2	5	2	5	5	2	2	219	0.000	0.039	134	-0.7083333	0.7083333	3.600833	1.619167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	79.0	-1.42	5.41	Thornton, Trent	669221	663423	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.23	3.03	0	6	Top	3.40	1.54	78.5	2839	661759	54.69	41	1	Slider	2	5	5	2	5	2	5	70	0.000	-0.034	136	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	93.2	-0.60	5.86	Thornton, Trent	641914	663423	called_strike	3	R	R	R	TOR	OAK	S	0	0	0.33	3.20	1	6	Top	3.37	1.49	93.0	2357	661759	54.47	42	1	4-Seam Fastball	2	5	5	2	5	2	5	196	0.000	-0.024	138	-0.7083333	0.7083333	3.490833	1.369167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	92.9	-0.76	5.83	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	0	2	0.94	2.03	1	6	Top	3.45	1.57	92.8	2463	661759	54.32	42	3	4-Seam Fastball	2	5	5	2	5	2	5	198	0.000	0.011	140	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	82.3	-1.47	5.31	Thornton, Trent	641914	663423	ball	14	R	R	R	TOR	OAK	B	1	2	2.36	1.56	1	6	Top	3.48	1.57	81.6	2916	661759	54.51	42	4	Slider	2	5	5	2	5	2	5	71	0.000	0.023	141	-0.7083333	0.7083333	3.600833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	82.5	-1.34	5.39	Thornton, Trent	675656	663423	called_strike	14	R	R	R	TOR	OAK	S	0	0	1.13	1.98	2	6	Top	3.21	1.43	81.5	2814	661759	54.57	43	1	Slider	2	5	5	2	5	2	5	71	0.000	-0.017	144	-0.7083333	0.7083333	3.330833	1.309167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	82.0	-1.27	5.38	Thornton, Trent	675656	663423	ball	14	R	R	R	TOR	OAK	B	0	2	1.86	1.55	2	6	Top	3.37	1.54	81.6	3015	661759	54.41	43	3	Slider	2	5	5	2	5	2	5	60	0.000	0.011	146	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	94.3	-1.78	5.66	Acevedo, Domingo	666182	642758	ball	12	R	R	R	TOR	OAK	B	0	0	1.21	2.68	0	6	Bot	3.73	1.63	92.5	2200	661759	55.01	44	1	4-Seam Fastball	2	5	2	5	5	2	2	229	0.000	0.033	148	-0.7083333	0.7083333	3.850833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.3	-1.89	5.65	Acevedo, Domingo	666182	642758	called_strike	14	R	R	R	TOR	OAK	S	1	0	1.02	2.62	0	6	Bot	3.66	1.69	91.6	2182	661759	54.99	44	2	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	-0.043	149	-0.7083333	0.7083333	3.780833	1.569167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	93.9	-1.74	5.64	Acevedo, Domingo	665489	642758	ball	12	R	R	R	TOR	OAK	B	0	0	0.91	4.43	1	6	Bot	3.70	1.65	92.0	2195	661759	55.03	45	1	4-Seam Fastball	2	5	2	5	5	2	2	231	0.000	0.023	151	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	88.1	-2.14	5.69	Acevedo, Domingo	666971	642758	called_strike	8	R	R	R	TOR	OAK	S	0	0	-0.19	1.99	2	6	Bot	3.55	1.63	86.5	2141	661759	55.27	46	1	Slider	2	5	2	5	5	2	2	247	0.000	-0.017	154	-0.7083333	0.7083333	3.670833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	93.6	-1.86	5.59	Acevedo, Domingo	666971	642758	ball	13	R	R	R	TOR	OAK	B	0	1	-1.29	2.51	2	6	Bot	3.55	1.68	92.1	2178	661759	54.94	46	2	4-Seam Fastball	2	5	2	5	5	2	2	235	0.000	0.011	155	-0.7083333	0.7083333	3.670833	1.559167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.3	-1.68	5.49	Acevedo, Domingo	666971	642758	ball	12	R	R	R	TOR	OAK	B	1	1	1.57	3.12	2	6	Bot	3.51	1.63	91.0	2249	661759	55.33	46	3	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.021	156	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.2	-1.86	5.47	Acevedo, Domingo	666971	642758	ball	11	R	R	R	TOR	OAK	B	2	1	-0.60	3.72	2	6	Bot	3.55	1.74	91.8	2126	661759	54.90	46	4	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	0.039	157	-0.7083333	0.7083333	3.670833	1.619167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.4	-1.62	5.51	Acevedo, Domingo	666971	642758	called_strike	6	R	R	R	TOR	OAK	S	3	1	0.66	2.47	2	6	Bot	3.55	1.65	90.1	2212	661759	55.29	46	5	4-Seam Fastball	2	5	2	5	5	2	2	233	0.000	-0.036	158	-0.7083333	0.7083333	3.670833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	85.5	-2.09	5.91	Acevedo, Domingo	672386	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	-0.24	2.54	2	6	Bot	3.26	1.49	83.9	2154	661759	55.18	49	1	Slider	5	5	5	5	5	5	5	242	0.000	-0.017	162	-0.7083333	0.7083333	3.380833	1.369167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	92.6	-1.84	5.69	Acevedo, Domingo	669289	642758	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.03	2.51	2	6	Bot	3.51	1.52	90.8	2147	661759	55.03	50	1	4-Seam Fastball	5	5	5	5	5	5	5	231	0.000	-0.035	164	-0.7083333	0.7083333	3.630833	1.399167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	85.9	-1.82	5.95	Acevedo, Domingo	669289	642758	ball	14	R	R	R	TOR	OAK	B	0	1	0.10	0.83	2	6	Bot	3.43	1.57	84.7	1955	661759	54.82	50	2	Changeup	5	5	5	5	5	5	5	247	0.000	0.026	165	-0.7083333	0.7083333	3.550833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	86.9	-2.16	5.82	Acevedo, Domingo	669289	642758	ball	13	R	R	R	TOR	OAK	B	1	1	-1.07	2.22	2	6	Bot	3.45	1.57	85.6	2049	661759	55.11	50	3	Slider	5	5	5	5	5	5	5	244	0.000	0.029	166	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	82.5	-1.51	6.28	Grimm, Justin	605548	518748	ball	14	R	L	R	TOR	OAK	B	0	1	1.72	2.39	2	6	Bot	3.67	1.68	83.0	2195	661759	53.60	51	2	Curveball	5	5	5	5	5	5	5	33	0.000	0.037	169	-0.7083333	0.7083333	3.790833	1.559167	-0.8291667	0.8291667	ball	pass	ball
KC	4/16/2022	79.6	-2.53	6.21	Phelps, David	542194	475479	called_strike	5	R	R	R	TOR	OAK	S	0	0	0.14	2.90	0	7	Top	3.75	1.74	78.1	2505	661759	55.39	52	1	Knuckle Curve	5	5	5	5	5	5	5	42	0.000	-0.034	172	-0.7083333	0.7083333	3.870833	1.619167	-0.8291667	0.8291667	strike	pass	called_strike
KC	4/16/2022	78.2	-2.46	6.26	Phelps, David	542194	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.50	0.44	0	7	Top	3.62	1.71	76.3	2554	661759	55.44	52	3	Knuckle Curve	5	5	5	5	5	5	5	30	0.000	0.017	174	-0.7083333	0.7083333	3.740833	1.589167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	89.4	-2.46	6.20	Phelps, David	542194	475479	ball	13	R	R	R	TOR	OAK	B	1	2	-0.33	1.41	0	7	Top	3.48	1.65	88.1	2403	661759	55.31	52	4	Cutter	5	5	5	5	5	5	5	208	0.000	0.037	175	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.8	-2.25	6.18	Phelps, David	665506	475479	called_strike	12	R	R	R	TOR	OAK	S	0	0	0.96	3.05	1	7	Top	3.45	1.63	91.0	2255	661759	55.19	53	1	4-Seam Fastball	5	5	5	5	5	5	5	216	0.000	-0.024	177	-0.7083333	0.7083333	3.570833	1.509167	-0.8291667	0.8291667	ball	fail	called_strike
SI	4/16/2022	93.6	-2.35	6.13	Phelps, David	665506	475479	called_strike	8	R	R	R	TOR	OAK	S	0	1	-0.25	1.60	1	7	Top	3.47	1.57	91.9	2182	661759	55.12	53	2	Sinker	5	5	5	5	5	5	5	212	0.000	-0.031	178	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
KC	4/16/2022	80.3	-2.46	6.17	Phelps, David	665506	475479	ball	14	R	R	R	TOR	OAK	B	0	2	0.16	0.98	1	7	Top	3.47	1.57	78.8	2615	661759	55.41	53	5	Knuckle Curve	5	5	5	5	5	5	5	29	0.000	0.011	181	-0.7083333	0.7083333	3.590833	1.449167	-0.8291667	0.8291667	ball	pass	ball
KC	4/16/2022	81.3	-2.59	6.17	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	0	0	-0.28	1.13	2	7	Top	3.56	1.65	79.6	2605	661759	55.39	54	1	Knuckle Curve	5	5	5	5	5	5	5	35	0.000	0.015	183	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	pass	ball
KC	4/16/2022	80.1	-2.67	6.24	Phelps, David	664913	475479	ball	11	R	L	R	TOR	OAK	B	1	0	-0.91	3.67	2	7	Top	3.51	1.60	78.4	2581	661759	55.48	54	2	Knuckle Curve	5	5	5	5	5	5	5	39	0.000	0.023	184	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	89.1	-2.58	6.14	Phelps, David	664913	475479	ball	13	R	L	R	TOR	OAK	B	2	0	-0.10	1.09	2	7	Top	3.64	1.60	87.6	2426	661759	55.32	54	3	Cutter	5	5	5	5	5	5	5	194	0.000	0.042	185	-0.7083333	0.7083333	3.760833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	92.2	-1.76	6.27	Grimm, Justin	606132	518748	called_strike	1	R	L	R	TOR	OAK	S	0	0	-0.51	3.20	0	7	Bot	3.49	1.71	92.5	2176	661759	53.74	55	1	4-Seam Fastball	5	5	5	5	5	5	5	210	0.000	-0.034	188	-0.7083333	0.7083333	3.610833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	83.9	-1.96	6.06	Grimm, Justin	606132	518748	ball	14	R	L	R	TOR	OAK	B	0	2	2.50	0.51	0	7	Bot	3.49	1.60	83.9	2506	661759	53.71	55	3	Curveball	5	5	5	5	5	5	5	37	0.000	0.017	190	-0.7083333	0.7083333	3.610833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	93.4	-1.47	6.26	Grimm, Justin	665489	518748	called_strike	12	R	R	R	TOR	OAK	S	0	0	1.04	2.88	2	7	Bot	3.70	1.71	94.2	2227	661759	53.67	57	1	4-Seam Fastball	5	5	5	5	5	5	5	204	0.000	-0.017	193	-0.7083333	0.7083333	3.820833	1.589167	-0.8291667	0.8291667	ball	fail	called_strike
CU	4/16/2022	83.6	-1.86	6.12	Grimm, Justin	665489	518748	ball	14	R	R	R	TOR	OAK	B	0	1	1.47	0.75	2	7	Bot	3.59	1.60	83.5	2464	661759	53.78	57	2	Curveball	5	5	5	5	5	5	5	40	0.000	0.011	194	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	94.2	-2.79	5.04	Garcia, Yimi	640461	554340	ball	1	R	R	R	TOR	OAK	B	0	1	-0.44	3.37	0	8	Top	3.26	1.38	93.1	2279	661759	54.85	58	2	4-Seam Fastball	5	5	5	5	5	5	5	229	0.000	0.025	197	-0.7083333	0.7083333	3.380833	1.259167	-0.8291667	0.8291667	strike	fail	ball
CU	4/16/2022	79.7	-2.82	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	0	1	0.84	0.87	1	8	Top	3.29	1.35	78.3	2749	661759	54.89	59	2	Curveball	5	5	5	5	5	5	5	56	0.000	0.016	200	-0.7083333	0.7083333	3.410833	1.229167	-0.8291667	0.8291667	ball	pass	ball
CU	4/16/2022	81.0	-2.85	5.17	Garcia, Yimi	462101	554340	ball	14	R	R	R	TOR	OAK	B	1	1	1.01	0.94	1	8	Top	3.34	1.38	79.8	2662	661759	54.82	59	3	Curveball	5	5	5	5	5	5	5	83	0.000	0.033	201	-0.7083333	0.7083333	3.460833	1.259167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	93.6	-2.77	5.09	Garcia, Yimi	462101	554340	ball	13	R	R	R	TOR	OAK	B	2	2	-0.27	0.63	1	8	Top	3.40	1.41	92.3	2210	661759	54.60	59	5	Sinker	5	5	5	5	5	5	5	226	0.000	0.073	203	-0.7083333	0.7083333	3.520833	1.289167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	88.9	-2.94	5.08	Garcia, Yimi	462101	554340	ball	9	R	R	R	TOR	OAK	B	3	2	0.48	1.31	1	8	Top	3.23	1.41	88.4	2489	661759	54.52	59	6	Slider	5	5	5	5	5	5	5	204	-0.049	0.212	204	-0.7083333	0.7083333	3.350833	1.289167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	87.6	-2.83	5.17	Garcia, Yimi	476704	554340	ball	14	R	L	R	TOR	OAK	B	0	0	1.42	2.26	1	8	Top	3.59	1.85	86.6	2437	661759	54.83	60	1	Slider	5	5	5	5	5	5	5	199	0.000	0.042	205	-0.7083333	0.7083333	3.710833	1.729167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	91.9	-2.81	5.17	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	1	0	-1.24	1.37	1	8	Top	3.59	1.74	90.5	2138	661759	54.80	60	2	Sinker	5	5	5	5	5	5	5	225	0.000	0.080	206	-0.7083333	0.7083333	3.710833	1.619167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	93.0	-2.88	5.13	Garcia, Yimi	476704	554340	ball	13	R	L	R	TOR	OAK	B	2	0	-1.29	2.07	1	8	Top	3.56	1.74	91.7	2179	661759	54.84	60	3	Sinker	5	5	5	5	5	5	5	220	0.000	0.108	207	-0.7083333	0.7083333	3.680833	1.619167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	90.7	-2.65	5.20	Garcia, Yimi	476704	554340	ball	11	R	L	R	TOR	OAK	B	3	0	-1.06	3.10	1	8	Top	3.51	1.63	89.6	2088	661759	54.74	60	4	Sinker	5	5	5	5	5	5	5	230	-0.066	0.150	208	-0.7083333	0.7083333	3.630833	1.509167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	94.2	-2.82	5.10	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	0	0	-1.85	2.16	1	8	Top	3.53	1.68	93.3	2192	661759	54.63	61	1	Sinker	5	5	5	5	5	5	5	228	0.000	0.063	209	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	89.4	-2.84	5.12	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	1	0	0.08	2.13	1	8	Top	3.49	1.63	88.7	2455	661759	54.75	61	2	Slider	5	5	5	5	5	5	5	207	0.000	-0.089	210	-0.7083333	0.7083333	3.610833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
CH	4/16/2022	87.1	-2.73	5.22	Garcia, Yimi	669221	554340	ball	13	R	R	R	TOR	OAK	B	1	1	-0.41	1.29	1	8	Top	3.49	1.68	86.0	1757	661759	54.69	61	3	Changeup	5	5	5	5	5	5	5	246	0.000	0.072	211	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	92.3	-2.73	5.23	Garcia, Yimi	669221	554340	ball	11	R	R	R	TOR	OAK	B	2	1	-1.60	2.63	1	8	Top	3.49	1.68	90.7	2078	661759	54.91	61	4	Sinker	5	5	5	5	5	5	5	228	-0.107	0.172	212	-0.7083333	0.7083333	3.610833	1.559167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	94.6	-2.88	5.00	Garcia, Yimi	669221	554340	called_strike	5	R	R	R	TOR	OAK	S	3	1	0.14	2.78	1	8	Top	3.43	1.63	93.9	2285	661759	54.69	61	5	4-Seam Fastball	5	5	5	5	5	5	5	236	0.000	-0.203	213	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	94.3	-2.86	5.03	Garcia, Yimi	669221	554340	called_strike	8	R	R	R	TOR	OAK	S	3	2	-0.18	1.98	1	8	Top	3.43	1.63	93.9	2346	661759	54.61	61	6	4-Seam Fastball	5	5	5	5	5	5	5	229	0.164	-0.680	214	-0.7083333	0.7083333	3.550833	1.509167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	83.6	-2.96	5.17	Garcia, Yimi	643393	554340	ball	3	R	L	R	TOR	OAK	B	0	0	0.79	3.18	2	8	Top	3.18	1.54	83.1	2578	661759	54.76	62	1	Curveball	5	5	5	5	5	5	5	101	0.000	0.048	215	-0.7083333	0.7083333	3.300833	1.419167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	81.9	-0.16	6.52	Jiménez, Dany	666971	666204	ball	9	R	R	R	TOR	OAK	B	0	0	0.82	1.54	0	8	Bot	3.40	1.65	81.0	2189	661759	54.79	63	1	Slider	5	5	5	5	5	5	5	69	0.000	0.033	217	-0.7083333	0.7083333	3.520833	1.529167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	81.6	-0.20	6.61	Jiménez, Dany	666971	666204	called_strike	6	R	R	R	TOR	OAK	S	1	0	0.76	2.90	0	8	Bot	3.48	1.71	80.5	2267	661759	54.87	63	2	Slider	5	5	5	5	5	5	5	115	0.000	-0.043	218	-0.7083333	0.7083333	3.600833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	93.8	-0.12	6.44	Jiménez, Dany	666971	666204	called_strike	12	R	R	R	TOR	OAK	S	1	1	0.94	3.08	0	8	Bot	3.48	1.65	92.8	2013	661759	54.81	63	3	4-Seam Fastball	5	5	5	5	5	5	5	206	0.000	-0.054	219	-0.7083333	0.7083333	3.600833	1.529167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	94.8	-0.27	6.48	Jiménez, Dany	666971	666204	ball	12	R	R	R	TOR	OAK	B	1	2	0.10	5.78	0	8	Bot	3.55	1.60	93.9	2218	661759	54.73	63	4	4-Seam Fastball	5	5	5	5	5	5	5	192	0.000	0.037	220	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	83.3	-0.08	6.44	Jiménez, Dany	666971	666204	ball	14	R	R	R	TOR	OAK	B	2	2	0.91	1.35	0	8	Bot	3.55	1.60	82.7	2370	661759	54.74	63	5	Slider	5	5	5	5	5	5	5	92	0.000	0.103	221	-0.7083333	0.7083333	3.670833	1.479167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	80.5	-0.20	6.54	Jiménez, Dany	666971	666204	called_strike	14	R	R	R	TOR	OAK	S	3	2	1.05	1.89	0	8	Bot	3.40	1.57	80.0	2268	661759	54.78	63	6	Slider	5	5	5	5	5	5	5	100	-0.046	-0.299	222	-0.7083333	0.7083333	3.520833	1.449167	-0.8291667	0.8291667	ball	fail	called_strike
SL	4/16/2022	82.9	-0.18	6.54	Jiménez, Dany	656305	666204	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.60	2.48	1	8	Bot	3.37	1.57	82.3	2415	661759	54.85	64	1	Slider	5	5	5	5	5	5	5	83	0.000	-0.024	223	-0.7083333	0.7083333	3.490833	1.449167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	94.4	0.02	6.45	Jiménez, Dany	656305	666204	ball	12	R	R	R	TOR	OAK	B	0	1	1.26	3.78	1	8	Bot	3.45	1.57	93.6	2191	661759	54.55	64	2	4-Seam Fastball	5	5	5	5	5	5	5	196	0.000	0.016	224	-0.7083333	0.7083333	3.570833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	82.1	-0.21	6.45	Jiménez, Dany	656305	666204	called_strike	9	R	R	R	TOR	OAK	S	1	1	0.75	1.86	1	8	Bot	3.37	1.54	81.6	2395	661759	54.75	64	3	Slider	5	5	5	5	5	5	5	86	0.000	-0.036	225	-0.7083333	0.7083333	3.490833	1.419167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	83.6	-0.14	6.51	Jiménez, Dany	656305	666204	called_strike	14	R	R	R	TOR	OAK	S	1	2	1.21	2.50	1	8	Bot	3.38	1.64	83.1	2401	661759	54.74	64	4	Slider	5	5	5	5	5	5	5	92	-0.034	-0.112	226	-0.7083333	0.7083333	3.500833	1.519167	-0.8291667	0.8291667	ball	fail	called_strike
FF	4/16/2022	94.5	-0.38	6.37	Jiménez, Dany	641470	666204	ball	1	R	L	R	TOR	OAK	B	0	0	-0.51	3.76	2	8	Bot	3.73	1.68	93.5	2270	661759	54.73	65	1	4-Seam Fastball	5	5	5	5	5	5	5	198	0.000	0.015	227	-0.7083333	0.7083333	3.850833	1.559167	-0.8291667	0.8291667	strike	fail	ball
SL	4/16/2022	81.6	-0.21	6.44	Jiménez, Dany	641470	666204	called_strike	9	R	L	R	TOR	OAK	S	1	0	0.62	2.25	2	8	Bot	3.70	1.65	80.8	2360	661759	54.86	65	2	Slider	5	5	5	5	5	5	5	76	0.000	-0.021	228	-0.7083333	0.7083333	3.820833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	83.2	-0.01	6.44	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	1	2	0.86	-0.14	2	8	Bot	3.56	1.57	82.9	2290	661759	54.49	65	4	Slider	5	5	5	5	5	5	5	131	0.000	0.014	230	-0.7083333	0.7083333	3.680833	1.449167	-0.8291667	0.8291667	ball	pass	ball
SL	4/16/2022	83.5	-0.23	6.40	Jiménez, Dany	641470	666204	ball	14	R	L	R	TOR	OAK	B	2	2	1.10	-1.78	2	8	Bot	3.53	1.65	82.3	2252	661759	54.65	65	5	Slider	5	5	5	5	5	5	5	28	0.000	0.033	231	-0.7083333	0.7083333	3.650833	1.529167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	81.5	-1.62	6.05	Merryweather, Julian	641856	657240	ball	13	R	L	R	TOR	OAK	B	0	2	-0.99	1.08	0	9	Top	3.29	1.46	82.2	1299	661759	53.89	66	4	Changeup	5	5	5	5	5	5	5	221	0.000	0.017	236	-0.7083333	0.7083333	3.410833	1.339167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	97.4	-1.98	5.88	Merryweather, Julian	641856	657240	called_strike	13	R	L	R	TOR	OAK	S	1	2	-0.90	2.06	0	9	Top	3.30	1.61	98.3	2199	661759	53.65	66	5	4-Seam Fastball	5	5	5	5	5	5	5	216	0.058	-0.158	237	-0.7083333	0.7083333	3.420833	1.489167	-0.8291667	0.8291667	ball	fail	called_strike
CU	4/16/2022	80.0	-1.79	6.00	Merryweather, Julian	542194	657240	called_strike	1	R	R	R	TOR	OAK	S	0	0	-0.33	3.21	1	9	Top	3.56	1.71	79.9	2347	661759	54.02	67	1	Curveball	5	5	5	5	5	5	5	25	0.000	-0.024	238	-0.7083333	0.7083333	3.680833	1.589167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	80.4	-1.80	5.99	Merryweather, Julian	542194	657240	ball	11	R	R	R	TOR	OAK	B	0	2	-1.14	4.13	1	9	Top	3.49	1.65	80.5	2055	661759	53.97	67	6	Curveball	5	5	5	5	5	5	5	33	0.000	0.011	243	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	97.2	-1.88	5.95	Merryweather, Julian	665506	657240	ball	13	R	R	R	TOR	OAK	B	0	0	-0.11	1.28	1	9	Top	3.51	1.60	97.9	2271	661759	53.76	68	1	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.042	246	-0.7083333	0.7083333	3.630833	1.479167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	81.8	-1.78	6.07	Merryweather, Julian	664913	657240	called_strike	9	R	L	R	TOR	OAK	S	0	0	0.31	2.08	1	9	Top	3.41	1.62	82.5	1374	661759	53.77	69	1	Changeup	5	7	7	5	7	5	7	222	0.000	-0.024	248	-0.7083333	0.7083333	3.530833	1.499167	-0.8291667	0.8291667	strike	pass	called_strike
CU	4/16/2022	80.1	-1.86	6.04	Merryweather, Julian	664913	657240	ball	11	R	L	R	TOR	OAK	B	0	1	-1.28	4.49	1	9	Top	3.40	1.54	80.2	1812	661759	54.00	69	2	Curveball	5	7	7	5	7	5	7	27	0.000	0.016	249	-0.7083333	0.7083333	3.520833	1.419167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	96.3	-1.85	6.03	Merryweather, Julian	664913	657240	ball	1	R	L	R	TOR	OAK	B	1	1	-0.78	3.38	1	9	Top	3.53	1.68	96.5	1951	661759	53.86	69	3	4-Seam Fastball	5	7	7	5	7	5	7	215	0.000	0.033	250	-0.7083333	0.7083333	3.650833	1.559167	-0.8291667	0.8291667	strike	fail	ball
CH	4/16/2022	81.3	-1.65	6.08	Merryweather, Julian	664913	657240	called_strike	4	R	L	R	TOR	OAK	S	2	1	-0.32	2.45	1	9	Top	3.41	1.54	81.5	1342	661759	53.94	69	4	Changeup	5	7	7	5	7	5	7	222	0.000	-0.046	251	-0.7083333	0.7083333	3.530833	1.419167	-0.8291667	0.8291667	strike	pass	called_strike
SL	4/16/2022	89.0	-1.74	6.02	Merryweather, Julian	640461	657240	called_strike	6	R	R	R	TOR	OAK	S	0	0	0.79	2.37	2	9	Top	3.62	1.65	89.6	2241	661759	53.82	70	1	Slider	5	7	7	5	7	5	7	352	0.000	-0.017	253	-0.7083333	0.7083333	3.740833	1.529167	-0.8291667	0.8291667	strike	pass	called_strike
FF	4/16/2022	96.8	-1.33	6.22	Trivino, Lou	672386	642152	ball	12	R	R	R	TOR	OAK	B	0	0	1.06	2.37	0	9	Bot	2.93	1.32	96.4	2059	661759	54.06	71	1	4-Seam Fastball	5	7	5	7	7	5	5	227	0.000	0.033	256	-0.7083333	0.7083333	3.050833	1.199167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	96.7	-1.35	6.11	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	1	0	1.51	2.05	0	9	Bot	3.18	1.40	96.4	1960	661759	54.08	71	2	4-Seam Fastball	5	7	5	7	7	5	5	226	0.000	0.063	257	-0.7083333	0.7083333	3.300833	1.279167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.7	-1.41	6.14	Trivino, Lou	672386	642152	ball	14	R	R	R	TOR	OAK	B	2	0	0.96	1.55	0	9	Bot	2.96	1.29	96.4	2113	661759	54.14	71	3	Sinker	5	7	5	7	7	5	5	223	0.000	0.134	258	-0.7083333	0.7083333	3.080833	1.169167	-0.8291667	0.8291667	ball	pass	ball
FF	4/16/2022	96.3	-1.38	6.21	Trivino, Lou	672386	642152	called_strike	3	R	R	R	TOR	OAK	S	3	0	0.54	2.75	0	9	Bot	3.04	1.38	95.5	1980	661759	54.30	71	4	4-Seam Fastball	5	7	5	7	7	5	5	219	0.000	-0.076	259	-0.7083333	0.7083333	3.160833	1.259167	-0.8291667	0.8291667	strike	pass	called_strike
SI	4/16/2022	96.9	-1.45	6.16	Trivino, Lou	672386	642152	ball	11	R	R	R	TOR	OAK	B	3	1	-0.64	3.29	0	9	Bot	3.15	1.46	96.7	2081	661759	54.11	71	5	Sinker	5	7	5	7	7	5	5	221	0.090	0.245	260	-0.7083333	0.7083333	3.270833	1.339167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.6	-1.40	6.19	Trivino, Lou	669289	642152	called_strike	13	R	R	R	TOR	OAK	S	0	0	-1.03	2.22	0	9	Bot	3.56	1.65	96.2	2035	661759	54.22	72	1	Sinker	5	7	5	7	7	5	5	223	0.000	-0.066	261	-0.7083333	0.7083333	3.680833	1.529167	-0.8291667	0.8291667	ball	fail	called_strike
CH	4/16/2022	87.6	-1.36	6.09	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	0	2	0.83	1.00	0	9	Bot	3.56	1.49	87.7	1851	661759	53.88	72	3	Changeup	5	7	5	7	7	5	5	261	0.000	0.042	263	-0.7083333	0.7083333	3.680833	1.369167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	97.5	-1.33	6.20	Trivino, Lou	669289	642152	ball	14	R	R	R	TOR	OAK	B	1	2	0.53	1.46	0	9	Bot	3.59	1.60	97.0	2123	661759	54.24	72	4	Sinker	5	7	5	7	7	5	5	222	0.000	0.085	264	-0.7083333	0.7083333	3.710833	1.479167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	93.8	-1.16	6.28	Trivino, Lou	543807	642152	ball	14	R	R	R	TOR	OAK	B	0	0	1.66	2.08	1	9	Bot	3.49	1.51	93.7	2237	661759	54.27	73	1	Cutter	5	7	5	7	7	5	5	212	0.000	0.042	266	-0.7083333	0.7083333	3.610833	1.389167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.4	-1.28	6.23	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	1	1	-0.86	4.10	1	9	Bot	3.49	1.49	96.4	2006	661759	54.28	73	3	Sinker	5	7	5	7	7	5	5	244	0.000	0.073	268	-0.7083333	0.7083333	3.610833	1.369167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.0	-1.52	6.14	Trivino, Lou	543807	642152	ball	11	R	R	R	TOR	OAK	B	2	1	-0.99	2.84	1	9	Bot	3.45	1.51	88.0	1660	661759	54.12	73	4	Changeup	5	7	5	7	7	5	5	263	0.000	0.102	269	-0.7083333	0.7083333	3.570833	1.389167	-0.8291667	0.8291667	ball	pass	ball
SI	4/16/2022	96.2	-1.42	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	0	0	-2.18	3.94	2	9	Bot	3.48	1.62	96.0	2023	661759	54.28	74	1	Sinker	5	7	5	7	7	5	5	219	0.002	0.032	272	-0.7083333	0.7083333	3.600833	1.499167	-0.8291667	0.8291667	ball	pass	ball
CH	4/16/2022	88.4	-1.45	6.18	Trivino, Lou	606132	642152	ball	11	R	L	R	TOR	OAK	B	1	1	-1.55	2.95	2	9	Bot	3.49	1.65	88.0	1701	661759	54.32	74	3	Changeup	5	7	5	7	7	5	5	263	0.000	0.036	274	-0.7083333	0.7083333	3.610833	1.529167	-0.8291667	0.8291667	ball	pass	ball
FC	4/16/2022	85.0	2.15	6.06	Ryu, Hyun Jin	640461	547943	hit_into_play	1	R	R	L	TOR	OAK	X	3	1	-0.48	2.98	0	1	Top	3.47	1.59	84.8	1993	661759	54.14	1	5	Cutter	0	0	0	0	0	0	0	152	0.022	-0.375	5	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	88.9	2.01	6.08	Ryu, Hyun Jin	462101	547943	swinging_strike	4	R	R	L	TOR	OAK	S	0	0	-0.31	2.62	1	1	Top	3.37	1.53	88.6	2017	661759	53.93	2	1	4-Seam Fastball	0	0	0	0	0	0	0	133	0.000	-0.024	6	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FC	4/16/2022	87.3	2.02	6.06	Ryu, Hyun Jin	462101	547943	hit_into_play	13	R	R	L	TOR	OAK	X	0	2	-1.30	2.41	1	1	Top	3.37	1.53	87.4	2003	661759	54.01	2	3	Cutter	0	0	0	0	0	0	0	151	0.015	-0.100	8	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	70.6	1.84	6.23	Ryu, Hyun Jin	476704	547943	foul	6	R	R	L	TOR	OAK	S	1	1	0.31	2.40	2	1	Top	3.37	1.53	69.7	2586	661759	54.23	3	3	Curveball	0	0	0	0	0	0	0	328	0.000	-0.023	11	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	86.9	-2.00	6.16	Blackburn, Paul	606132	621112	foul	14	R	L	R	TOR	OAK	S	0	1	0.01	1.47	0	1	Bot	3.49	1.60	86.9	2062	661759	54.23	4	2	Changeup	0	0	0	0	0	0	0	220	0.000	-0.046	14	NA	NA	NA	NA	NA	NA	foul	pass	foul
CU	4/16/2022	79.9	-1.90	6.03	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	0	2	0.77	1.91	0	1	Bot	3.49	1.60	79.0	2594	661759	54.38	4	3	Curveball	0	0	0	0	0	0	0	25	0.060	0.714	15	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	88.6	-1.81	6.09	Blackburn, Paul	666182	621112	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	0.30	2.72	0	1	Bot	3.37	1.53	88.6	2448	661759	54.30	5	1	Cutter	0	0	0	0	0	0	0	181	0.000	-0.056	16	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	92.6	-1.66	6.08	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	0	1	-0.97	2.54	0	1	Bot	3.37	1.53	92.6	2057	661759	54.25	5	2	Sinker	0	0	0	0	0	0	0	211	-0.010	-0.205	17	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	89.0	-1.74	6.09	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	1	0	-0.44	1.06	1	1	Bot	3.47	1.59	89.1	2003	661759	54.13	6	2	Sinker	0	0	0	0	0	1	1	225	0.054	0.530	19	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.7	-1.67	6.01	Blackburn, Paul	666971	621112	hit_into_play	6	R	R	R	TOR	OAK	X	1	1	0.55	2.86	2	1	Bot	3.55	1.63	92.7	1979	661759	54.19	7	3	Sinker	1	0	1	0	0	1	1	219	-0.009	-0.093	22	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	78.3	2.16	6.02	Ryu, Hyun Jin	669221	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	0.46	2.44	0	2	Top	3.49	1.60	78.4	1508	661759	53.95	8	2	Changeup	1	0	0	1	0	1	0	120	-0.066	0.600	24	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	69.9	2.17	6.32	Ryu, Hyun Jin	641914	547943	hit_into_play	1	R	R	L	TOR	OAK	X	0	0	-0.53	2.87	0	2	Top	3.37	1.53	69.2	2472	661759	54.25	9	1	Curveball	1	0	0	1	1	1	1	320	-0.106	0.654	25	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	79.1	2.38	5.95	Ryu, Hyun Jin	675656	547943	foul_bunt	3	R	R	L	TOR	OAK	S	0	0	0.30	2.82	0	2	Top	3.37	1.53	79.4	1727	661759	53.97	10	1	Changeup	1	1	1	1	1	1	1	124	0.000	-0.056	26	NA	NA	NA	NA	NA	NA	foul_bunt	pass	swinging_strike
FC	4/16/2022	84.6	2.03	6.14	Ryu, Hyun Jin	675656	547943	foul	13	R	R	L	TOR	OAK	S	1	1	-1.18	2.21	0	2	Top	3.37	1.53	85.2	1928	661759	53.98	10	3	Cutter	1	1	1	1	1	1	1	151	0.000	-0.090	28	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	88.3	2.15	6.04	Ryu, Hyun Jin	675656	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	2	-0.05	3.10	0	2	Top	3.37	1.53	88.3	2056	661759	53.84	10	4	4-Seam Fastball	1	1	1	1	2	1	2	134	-0.101	1.081	29	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	84.5	2.11	6.13	Ryu, Hyun Jin	542194	547943	swinging_strike	13	R	R	L	TOR	OAK	S	1	0	-1.19	1.95	0	2	Top	3.49	1.60	84.8	2052	661759	53.96	11	2	Cutter	1	2	2	1	2	1	2	158	0.000	-0.063	31	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FC	4/16/2022	85.5	2.11	6.14	Ryu, Hyun Jin	542194	547943	hit_into_play	1	R	R	L	TOR	OAK	X	1	1	-0.67	3.10	0	2	Top	3.49	1.60	85.8	1986	661759	53.95	11	3	Cutter	1	2	2	1	3	1	3	147	-0.088	0.991	32	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	87.5	2.07	6.03	Ryu, Hyun Jin	665506	547943	foul	6	R	R	L	TOR	OAK	S	0	0	0.52	2.55	0	2	Top	3.47	1.59	87.6	1928	661759	53.97	12	1	4-Seam Fastball	1	3	3	1	3	1	3	138	0.000	-0.056	33	NA	NA	NA	NA	NA	NA	foul	pass	foul
FC	4/16/2022	85.6	2.07	6.07	Ryu, Hyun Jin	665506	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	-0.07	3.16	0	2	Top	3.47	1.59	85.8	1959	661759	54.06	12	3	Cutter	1	3	3	1	3	1	3	150	0.032	-0.341	35	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	71.6	1.79	6.25	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	1	0.56	2.25	1	2	Top	3.47	1.59	71.1	2662	661759	54.02	13	3	Curveball	1	3	3	1	3	1	3	326	0.026	-0.305	38	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	85.0	1.98	6.02	Ryu, Hyun Jin	640461	547943	foul	1	R	R	L	TOR	OAK	S	1	0	-0.60	3.09	2	2	Top	3.47	1.59	85.9	1934	661759	53.77	14	2	Cutter	1	3	3	1	3	1	3	157	0.000	-0.053	40	NA	NA	NA	NA	NA	NA	foul	pass	foul
FC	4/16/2022	85.6	2.06	6.02	Ryu, Hyun Jin	640461	547943	hit_into_play	2	R	R	L	TOR	OAK	X	1	1	-0.15	3.36	2	2	Top	3.47	1.59	86.4	1863	661759	53.97	14	3	Cutter	1	3	3	1	3	1	3	146	0.026	-0.298	41	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.6	-1.47	6.01	Blackburn, Paul	656305	621112	foul	3	R	R	R	TOR	OAK	S	3	2	0.58	3.34	0	2	Bot	3.37	1.53	92.8	2062	661759	54.12	15	6	Sinker	1	3	1	3	3	1	1	202	0.000	0.000	47	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	93.6	-1.61	5.96	Blackburn, Paul	656305	621112	swinging_strike	9	R	R	R	TOR	OAK	S	3	2	0.28	1.84	0	2	Bot	3.37	1.53	93.8	2069	661759	54.07	15	7	Sinker	1	3	1	3	3	1	1	206	-0.024	-0.299	48	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	92.3	-1.75	6.04	Blackburn, Paul	641470	621112	swinging_strike	11	R	L	R	TOR	OAK	S	2	1	-1.25	3.40	1	2	Bot	3.49	1.60	92.5	1980	661759	54.18	16	4	Sinker	1	3	1	3	3	1	1	209	0.000	-0.046	52	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FF	4/16/2022	93.9	-1.80	5.90	Blackburn, Paul	641470	621112	hit_into_play	5	R	L	R	TOR	OAK	X	2	2	-0.25	2.43	1	2	Bot	3.49	1.60	93.8	2276	661759	54.17	16	5	4-Seam Fastball	1	3	1	3	3	1	1	210	0.027	0.284	53	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.3	-1.51	5.97	Blackburn, Paul	672386	621112	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	0.06	3.05	1	2	Bot	3.26	1.48	92.2	1995	661759	54.20	17	4	Sinker	1	3	1	3	3	1	1	205	-0.030	-0.357	57	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	93.4	-1.50	6.03	Blackburn, Paul	669289	621112	hit_into_play	7	R	R	R	TOR	OAK	X	1	2	-0.31	1.96	2	2	Bot	3.30	1.50	93.5	1989	661759	54.16	18	4	Sinker	1	3	1	3	3	1	1	207	-0.025	-0.158	61	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	88.3	2.14	5.91	Ryu, Hyun Jin	462101	547943	foul	8	R	R	L	TOR	OAK	S	2	0	-0.04	1.88	0	3	Top	3.37	1.53	88.7	1986	661759	53.78	19	3	4-Seam Fastball	1	3	3	1	3	1	3	130	0.000	-0.056	64	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	89.6	2.10	5.94	Ryu, Hyun Jin	462101	547943	hit_into_play	2	R	R	L	TOR	OAK	X	3	1	0.00	2.85	0	3	Top	3.37	1.53	89.8	1972	661759	54.06	19	5	4-Seam Fastball	1	3	3	1	3	1	3	134	0.017	-0.375	66	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	79.9	2.22	5.86	Ryu, Hyun Jin	476704	547943	swinging_strike	6	R	R	L	TOR	OAK	S	0	0	0.54	2.54	1	3	Top	3.37	1.53	80.2	1635	661759	53.88	20	1	Changeup	1	3	3	1	3	1	3	124	0.000	-0.024	67	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	79.4	2.15	5.84	Ryu, Hyun Jin	476704	547943	hit_into_play	7	R	R	L	TOR	OAK	X	1	1	-0.32	1.88	1	3	Top	3.37	1.53	79.8	1723	661759	53.88	20	3	Changeup	1	3	3	1	3	1	3	123	-0.018	0.270	69	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	88.2	2.09	5.87	Ryu, Hyun Jin	669221	547943	hit_into_play	5	R	R	L	TOR	OAK	X	2	0	0.23	2.65	1	3	Top	3.49	1.60	88.6	2015	661759	53.78	21	3	4-Seam Fastball	1	3	3	1	5	1	5	128	-0.137	1.597	72	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	71.5	1.91	6.13	Ryu, Hyun Jin	641914	547943	hit_into_play	8	R	R	L	TOR	OAK	X	0	0	-0.22	2.01	1	3	Top	3.37	1.53	70.8	2631	661759	54.12	22	1	Curveball	1	5	5	1	5	1	5	322	0.006	-0.156	73	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	78.8	2.23	5.87	Ryu, Hyun Jin	675656	547943	hit_into_play	14	R	R	L	TOR	OAK	X	0	0	0.83	2.34	2	3	Top	3.37	1.53	78.9	1564	661759	53.90	23	1	Changeup	1	5	5	1	5	1	5	122	0.005	-0.099	74	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.4	-1.72	6.11	Blackburn, Paul	605548	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	-1.21	2.31	0	3	Bot	3.55	1.63	86.4	1763	661759	54.31	24	4	Changeup	1	5	1	5	5	1	1	218	0.000	-0.066	78	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CU	4/16/2022	79.9	-1.73	5.96	Blackburn, Paul	605548	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	-0.39	2.18	0	3	Bot	3.55	1.63	79.0	2648	661759	54.35	24	5	Curveball	1	5	1	5	5	1	1	33	-0.019	-0.195	79	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.9	-1.66	6.13	Blackburn, Paul	606132	621112	hit_into_play	5	R	L	R	TOR	OAK	X	1	0	-0.05	2.20	1	3	Bot	3.49	1.60	87.1	1966	661759	54.22	25	2	Changeup	1	5	1	5	5	1	1	213	-0.012	-0.178	81	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	79.8	-1.59	6.05	Blackburn, Paul	666182	621112	foul	9	R	R	R	TOR	OAK	S	0	0	0.46	1.86	2	3	Bot	3.37	1.53	79.3	2675	661759	54.30	26	1	Slider	1	5	1	5	5	1	1	36	0.000	-0.017	82	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	92.5	-1.55	5.94	Blackburn, Paul	666182	621112	hit_into_play	11	R	R	R	TOR	OAK	X	1	2	-1.04	2.89	2	3	Bot	3.37	1.53	92.8	1995	661759	54.12	26	4	Sinker	1	5	1	5	5	1	1	207	-0.007	-0.070	85	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	80.1	2.29	5.89	Ryu, Hyun Jin	542194	547943	hit_into_play	6	R	R	L	TOR	OAK	X	2	1	0.74	2.37	0	4	Top	3.49	1.60	80.2	1546	661759	53.88	27	4	Changeup	1	5	5	1	5	1	5	119	0.008	-0.261	89	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	80.0	2.24	5.92	Ryu, Hyun Jin	665506	547943	swinging_strike	6	R	R	L	TOR	OAK	S	1	0	0.31	2.35	1	4	Top	3.47	1.59	80.5	1648	661759	53.69	28	2	Changeup	1	5	5	1	5	1	5	123	0.000	-0.031	91	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	79.0	2.17	5.88	Ryu, Hyun Jin	665506	547943	hit_into_play	14	R	R	L	TOR	OAK	X	1	1	1.24	2.38	1	4	Top	3.47	1.59	79.1	1617	661759	53.99	28	3	Changeup	1	5	5	1	5	1	5	117	0.006	-0.148	92	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	89.7	2.19	5.90	Ryu, Hyun Jin	623515	547943	hit_into_play	6	R	R	L	TOR	OAK	X	1	0	0.65	2.21	2	4	Top	3.47	1.59	90.1	1986	661759	53.76	29	2	4-Seam Fastball	1	5	5	1	5	1	5	131	0.005	-0.114	94	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.2	-1.63	5.96	Blackburn, Paul	665489	621112	hit_into_play	13	R	R	R	TOR	OAK	X	0	1	-1.11	2.27	0	4	Bot	3.47	1.59	92.2	2094	661759	54.20	30	2	Sinker	1	5	1	5	5	1	1	203	-0.019	-0.187	96	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	87.0	-1.49	6.08	Blackburn, Paul	666971	621112	hit_into_play	5	R	R	R	TOR	OAK	X	2	1	-0.19	2.54	1	4	Bot	3.55	1.63	87.3	1835	661759	54.21	31	4	Changeup	1	5	1	5	5	1	1	214	0.021	0.237	100	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.8	-1.56	6.12	Blackburn, Paul	656305	621112	foul	5	R	R	R	TOR	OAK	S	0	0	-0.18	2.28	1	4	Bot	3.37	1.53	87.2	1763	661759	54.18	32	1	Changeup	1	5	1	5	5	1	1	214	0.000	-0.048	101	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	92.0	-1.42	6.02	Blackburn, Paul	656305	621112	hit_into_play	4	R	R	R	TOR	OAK	X	1	1	-0.75	2.78	1	4	Bot	3.37	1.53	92.2	1887	661759	54.22	32	3	Sinker	1	5	1	5	5	1	1	206	0.034	0.499	103	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.3	-1.57	6.12	Blackburn, Paul	641470	621112	swinging_strike	13	R	L	R	TOR	OAK	S	2	1	-1.20	2.42	1	4	Bot	3.49	1.60	86.3	1778	661759	54.22	33	4	Changeup	1	5	1	5	5	1	1	208	0.000	-0.130	107	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	87.7	-1.50	6.11	Blackburn, Paul	641470	621112	foul	9	R	L	R	TOR	OAK	S	2	2	0.33	1.64	1	4	Bot	3.49	1.60	87.8	1975	661759	54.06	33	5	Changeup	1	5	1	5	5	1	1	213	0.000	0.000	108	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	87.7	-1.58	6.09	Blackburn, Paul	641470	621112	hit_into_play	7	R	L	R	TOR	OAK	X	2	2	-0.77	2.00	1	4	Bot	3.49	1.60	87.9	1900	661759	54.21	33	6	Changeup	1	5	1	5	5	2	2	210	0.080	0.994	109	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	79.3	-1.63	5.97	Blackburn, Paul	672386	621112	hit_into_play	6	R	R	R	TOR	OAK	X	0	1	0.77	2.30	1	4	Bot	3.26	1.48	78.7	2696	661759	54.35	34	2	Slider	2	5	2	5	5	2	2	38	-0.095	-0.534	111	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	81.3	-1.49	5.45	Thornton, Trent	640461	663423	hit_into_play	9	R	R	R	TOR	OAK	X	0	1	0.79	2.11	0	5	Top	3.47	1.59	81.1	2847	661759	54.39	35	2	Slider	2	5	5	2	5	2	5	59	-0.018	0.429	113	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	89.9	-0.72	5.71	Thornton, Trent	462101	663423	hit_into_play	7	R	R	R	TOR	OAK	X	1	1	-0.76	2.00	0	5	Top	3.37	1.53	89.8	2056	661759	54.36	36	3	Sinker	2	5	5	2	5	2	5	200	0.038	-0.494	116	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	80.8	-1.37	5.43	Thornton, Trent	476704	663423	hit_into_play	12	R	L	R	TOR	OAK	X	2	1	1.26	2.63	2	5	Top	3.37	1.53	80.3	2929	661759	54.49	37	4	Slider	2	5	5	2	5	2	5	64	0.005	-0.114	120	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	90.3	-1.49	6.01	Blackburn, Paul	669289	621112	foul	4	R	R	R	TOR	OAK	S	1	1	-0.63	2.66	0	5	Bot	3.30	1.50	90.4	2125	661759	54.30	38	3	Sinker	2	5	2	5	5	2	2	209	0.000	-0.054	123	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	79.0	-1.73	5.93	Blackburn, Paul	669289	621112	swinging_strike	6	R	R	R	TOR	OAK	S	2	2	0.57	2.20	0	5	Bot	3.30	1.50	78.4	2596	661759	54.25	38	5	Slider	2	5	2	5	5	2	2	39	-0.025	-0.195	125	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	85.9	-1.62	6.03	Blackburn, Paul	605548	621112	swinging_strike	8	R	L	R	TOR	OAK	S	1	0	-0.04	1.64	1	5	Bot	3.55	1.63	86.2	1925	661759	54.14	39	2	Changeup	2	5	2	5	5	2	2	218	0.000	-0.031	127	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	91.7	-1.80	5.88	Blackburn, Paul	605548	621112	swinging_strike	11	R	L	R	TOR	OAK	S	1	1	-1.27	2.84	1	5	Bot	3.55	1.63	92.0	2075	661759	54.12	39	3	Sinker	2	5	2	5	5	2	2	207	0.000	-0.036	128	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	91.2	-1.66	5.91	Blackburn, Paul	606132	621112	hit_into_play	9	R	L	R	TOR	OAK	X	3	1	0.41	1.88	2	5	Bot	3.49	1.60	91.2	2068	661759	54.20	40	5	Sinker	2	5	2	5	5	2	2	215	-0.010	-0.153	135	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	79.4	-1.59	5.38	Thornton, Trent	669221	663423	hit_into_play	5	R	R	R	TOR	OAK	X	0	1	0.16	2.72	0	6	Top	3.49	1.60	78.6	2892	661759	54.71	41	2	Slider	2	5	5	2	5	2	5	67	0.010	-0.187	137	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	93.3	-0.72	5.82	Thornton, Trent	641914	663423	foul	3	R	R	R	TOR	OAK	S	0	1	0.45	3.12	1	6	Top	3.37	1.53	93.0	2328	661759	54.46	42	2	4-Seam Fastball	2	5	5	2	5	2	5	197	0.000	-0.031	139	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	93.7	-0.70	5.82	Thornton, Trent	641914	663423	foul	9	R	R	R	TOR	OAK	S	2	2	0.45	1.89	1	6	Top	3.37	1.53	93.6	2440	661759	54.16	42	5	4-Seam Fastball	2	5	5	2	5	2	5	203	0.000	0.000	142	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	93.6	-0.54	5.78	Thornton, Trent	641914	663423	swinging_strike	3	R	R	R	TOR	OAK	S	2	2	0.47	3.03	1	6	Top	3.37	1.53	93.2	2404	661759	54.32	42	6	4-Seam Fastball	2	5	5	2	5	2	5	198	0.008	-0.134	143	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	80.4	-1.49	5.24	Thornton, Trent	675656	663423	foul	14	R	R	R	TOR	OAK	S	0	1	0.96	1.67	2	6	Top	3.37	1.53	79.4	2867	661759	54.54	43	2	Slider	2	5	5	2	5	2	5	62	0.000	-0.023	145	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	80.4	-1.38	5.28	Thornton, Trent	675656	663423	swinging_strike	9	R	R	R	TOR	OAK	S	1	2	0.31	1.86	2	6	Top	3.37	1.53	80.2	2987	661759	54.40	43	4	Slider	2	5	5	2	5	2	5	63	0.005	-0.070	147	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	88.3	-2.10	5.80	Acevedo, Domingo	666182	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	-0.24	3.33	0	6	Bot	3.37	1.53	86.6	2232	661759	55.23	44	3	Slider	2	5	2	5	5	2	2	242	-0.026	-0.212	150	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	86.8	-1.87	5.91	Acevedo, Domingo	665489	642758	foul	13	R	R	R	TOR	OAK	S	1	0	-1.07	2.52	1	6	Bot	3.47	1.59	85.6	2003	661759	54.92	45	2	Changeup	2	5	2	5	5	2	2	247	0.000	-0.031	152	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	94.2	-1.68	5.57	Acevedo, Domingo	665489	642758	hit_into_play	2	R	R	R	TOR	OAK	X	1	1	0.25	3.21	1	6	Bot	3.47	1.59	92.8	2148	661759	54.87	45	3	4-Seam Fastball	2	5	2	5	5	2	2	235	-0.017	-0.148	153	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	92.6	-1.62	5.49	Acevedo, Domingo	666971	642758	hit_into_play	8	R	R	R	TOR	OAK	X	3	2	0.15	2.18	2	6	Bot	3.55	1.63	90.9	2085	661759	55.03	46	6	4-Seam Fastball	2	5	2	5	5	2	2	237	0.014	0.100	159	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	94.1	-1.89	5.48	Acevedo, Domingo	656305	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	0	-0.49	2.77	2	6	Bot	3.37	1.53	92.5	2186	661759	54.90	47	1	4-Seam Fastball	2	5	2	5	5	4	4	231	0.197	1.880	160	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	94.0	-1.73	5.62	Acevedo, Domingo	641470	642758	hit_into_play	5	R	L	R	TOR	OAK	X	0	0	-0.07	2.37	2	6	Bot	3.49	1.60	92.2	2279	661759	55.02	48	1	4-Seam Fastball	4	5	4	5	5	5	5	233	0.198	1.000	161	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	86.2	-2.32	5.64	Acevedo, Domingo	672386	642758	hit_into_play	4	R	R	R	TOR	OAK	X	0	1	-0.42	2.41	2	6	Bot	3.26	1.48	84.4	2125	661759	55.40	49	2	Slider	5	5	5	5	5	5	5	248	0.019	0.134	163	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	93.0	-1.87	5.49	Acevedo, Domingo	669289	642758	hit_into_play	2	R	R	R	TOR	OAK	X	2	1	0.03	3.19	2	6	Bot	3.30	1.50	91.4	2149	661759	54.82	50	4	4-Seam Fastball	5	5	5	5	5	5	5	235	0.029	0.268	167	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CU	4/16/2022	80.8	-1.65	6.22	Grimm, Justin	605548	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	0	0	0.55	0.49	2	6	Bot	3.55	1.63	81.2	2090	661759	53.56	51	1	Curveball	5	5	5	5	5	5	5	32	0.000	-0.061	168	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
CU	4/16/2022	81.0	-2.03	6.00	Grimm, Justin	605548	518748	foul	9	R	L	R	TOR	OAK	S	1	1	0.80	1.96	2	6	Bot	3.55	1.63	81.3	2453	661759	53.79	51	3	Curveball	5	5	5	5	5	5	5	45	0.000	-0.102	170	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	92.0	-1.47	6.26	Grimm, Justin	605548	518748	swinging_strike	12	R	L	R	TOR	OAK	S	1	2	0.09	4.09	2	6	Bot	3.55	1.63	92.4	2098	661759	53.78	51	4	4-Seam Fastball	5	5	5	5	5	5	5	205	-0.065	-0.319	171	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FC	4/16/2022	88.6	-2.42	6.25	Phelps, David	542194	475479	swinging_strike	12	R	R	R	TOR	OAK	S	0	1	1.11	3.21	0	7	Top	3.49	1.60	87.0	2347	661759	55.34	52	2	Cutter	5	5	5	5	5	5	5	198	0.000	-0.046	173	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
KC	4/16/2022	82.3	-2.43	6.20	Phelps, David	542194	475479	hit_into_play	9	R	R	R	TOR	OAK	X	2	2	0.55	2.05	0	7	Top	3.49	1.60	80.7	2624	661759	55.42	52	5	Knuckle Curve	5	5	5	5	5	5	5	33	0.039	-0.195	176	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FC	4/16/2022	90.3	-2.51	6.15	Phelps, David	665506	475479	foul	4	R	R	R	TOR	OAK	S	0	2	-0.81	2.21	1	7	Top	3.47	1.59	88.9	2386	661759	55.29	53	3	Cutter	5	5	5	5	5	5	5	209	0.000	0.000	179	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	93.0	-2.35	6.26	Phelps, David	665506	475479	foul	2	R	R	R	TOR	OAK	S	0	2	0.24	3.57	1	7	Top	3.47	1.59	91.2	2381	661759	55.23	53	4	4-Seam Fastball	5	5	5	5	5	5	5	213	0.000	0.000	180	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	94.1	-2.22	6.20	Phelps, David	665506	475479	hit_into_play	12	R	R	R	TOR	OAK	X	1	2	0.42	4.39	1	7	Top	3.47	1.59	92.4	2292	661759	55.18	53	6	4-Seam Fastball	5	5	5	5	5	5	5	218	0.028	-0.112	182	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	93.7	-2.44	6.16	Phelps, David	664913	475479	foul	5	R	L	R	TOR	OAK	S	3	0	-0.07	2.50	2	7	Top	3.41	1.56	91.7	2270	661759	55.33	54	4	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.026	186	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	88.0	-2.42	6.19	Phelps, David	664913	475479	hit_into_play	11	R	L	R	TOR	OAK	X	3	1	-0.85	2.98	2	7	Top	3.41	1.56	86.1	2103	661759	55.24	54	5	Changeup	5	5	5	5	5	5	5	234	0.019	-0.153	187	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	81.5	-2.48	5.96	Grimm, Justin	606132	518748	foul	8	R	L	R	TOR	OAK	S	0	1	-0.08	1.61	0	7	Bot	3.49	1.60	81.6	2413	661759	53.87	55	2	Slider	5	5	5	5	5	5	5	50	0.000	-0.046	189	NA	NA	NA	NA	NA	NA	foul	pass	foul
CU	4/16/2022	83.6	-1.66	6.23	Grimm, Justin	606132	518748	swinging_strike_blocked	14	R	L	R	TOR	OAK	S	1	2	0.13	0.28	0	7	Bot	3.49	1.60	84.0	2208	661759	53.64	55	4	Curveball	5	5	5	5	5	5	5	28	-0.038	-0.158	191	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
SL	4/16/2022	82.8	-1.92	6.17	Grimm, Justin	666182	518748	hit_into_play	8	R	R	R	TOR	OAK	X	0	0	0.22	1.99	1	7	Bot	3.37	1.53	83.0	2555	661759	53.87	56	1	Slider	5	5	5	5	5	5	5	42	-0.028	-0.156	192	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	83.8	-1.92	6.13	Grimm, Justin	665489	518748	hit_into_play	12	R	R	R	TOR	OAK	X	1	1	1.08	2.59	2	7	Bot	3.47	1.59	83.9	2385	661759	53.88	57	3	Slider	5	5	5	5	5	5	5	45	-0.020	-0.093	195	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SI	4/16/2022	92.6	-2.90	5.24	Garcia, Yimi	640461	554340	foul	7	R	R	R	TOR	OAK	S	0	0	-0.40	1.89	0	8	Top	3.47	1.59	91.1	2142	661759	54.85	58	1	Sinker	5	5	5	5	5	5	5	230	0.000	-0.034	196	NA	NA	NA	NA	NA	NA	foul	pass	foul
SI	4/16/2022	92.9	-2.84	5.20	Garcia, Yimi	640461	554340	hit_into_play	13	R	R	R	TOR	OAK	X	1	1	-1.21	2.30	0	8	Top	3.47	1.59	91.7	2129	661759	54.69	58	3	Sinker	5	5	5	5	5	5	5	229	0.046	-0.212	198	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
SL	4/16/2022	88.0	-3.00	5.12	Garcia, Yimi	462101	554340	swinging_strike	6	R	R	R	TOR	OAK	S	0	0	0.66	2.69	1	8	Top	3.37	1.53	86.8	2375	661759	54.89	59	1	Slider	5	5	5	5	5	5	5	203	0.000	-0.024	199	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	88.8	-2.94	5.06	Garcia, Yimi	462101	554340	foul	8	R	R	R	TOR	OAK	S	2	1	0.24	1.87	1	8	Top	3.37	1.53	87.7	2334	661759	54.79	59	4	Slider	5	5	5	5	5	5	5	192	0.000	-0.046	202	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	87.8	-2.93	5.18	Garcia, Yimi	643393	554340	hit_into_play	9	R	L	R	TOR	OAK	X	1	0	0.46	1.54	2	8	Top	3.10	1.45	86.8	2345	661759	54.92	62	2	Slider	5	5	5	5	5	5	5	204	0.117	-0.569	216	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	95.0	-0.24	6.43	Jiménez, Dany	641470	666204	swinging_strike	12	R	L	R	TOR	OAK	S	1	1	0.24	3.96	2	8	Bot	3.49	1.60	94.4	2104	661759	54.53	65	3	4-Seam Fastball	5	5	5	5	5	5	5	200	0.000	-0.023	229	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	80.8	-0.28	6.54	Jiménez, Dany	641470	666204	swinging_strike	2	R	L	R	TOR	OAK	S	3	2	-0.21	3.36	2	8	Bot	3.49	1.60	80.3	2230	661759	54.80	65	6	Slider	5	5	5	5	5	5	5	100	-0.025	-0.116	232	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FF	4/16/2022	97.1	-1.96	5.90	Merryweather, Julian	641856	657240	foul	8	R	L	R	TOR	OAK	S	0	0	-0.12	1.92	0	9	Top	3.41	1.56	97.4	2292	661759	53.85	66	1	4-Seam Fastball	5	5	5	5	5	5	5	217	0.000	-0.034	233	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	96.6	-1.91	5.97	Merryweather, Julian	641856	657240	swinging_strike	4	R	L	R	TOR	OAK	S	0	1	-0.36	2.67	0	9	Top	3.41	1.56	97.1	2276	661759	53.85	66	2	4-Seam Fastball	5	5	5	5	5	5	5	215	0.000	-0.046	234	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	80.9	-1.65	6.09	Merryweather, Julian	641856	657240	foul	13	R	L	R	TOR	OAK	S	0	2	-1.05	1.97	0	9	Top	3.41	1.56	81.3	1339	661759	53.93	66	3	Changeup	5	5	5	5	5	5	5	227	0.000	0.000	235	NA	NA	NA	NA	NA	NA	foul	pass	foul
CU	4/16/2022	80.9	-1.71	6.03	Merryweather, Julian	542194	657240	foul	4	R	R	R	TOR	OAK	S	0	1	-0.47	2.54	1	9	Top	3.49	1.60	80.8	2459	661759	54.00	67	2	Curveball	5	5	5	5	5	5	5	21	0.000	-0.031	239	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.4	-1.86	6.02	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	-0.75	2.95	1	9	Top	3.49	1.60	97.9	1973	661759	53.87	67	3	4-Seam Fastball	5	5	5	5	5	5	5	222	0.000	0.000	240	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	88.5	-1.68	5.99	Merryweather, Julian	542194	657240	foul	14	R	R	R	TOR	OAK	S	0	2	0.39	1.18	1	9	Top	3.49	1.60	89.3	2102	661759	53.98	67	4	Slider	5	5	5	5	5	5	5	197	0.000	0.000	241	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.6	-1.92	6.00	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	0	2	-0.59	3.25	1	9	Top	3.49	1.60	98.1	2322	661759	53.79	67	5	4-Seam Fastball	5	5	5	5	5	5	5	219	0.000	0.000	242	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.0	-1.77	5.99	Merryweather, Julian	542194	657240	foul	1	R	R	R	TOR	OAK	S	1	2	-0.40	3.27	1	9	Top	3.49	1.60	97.3	2123	661759	53.95	67	7	4-Seam Fastball	5	5	5	5	5	5	5	212	0.000	0.000	244	NA	NA	NA	NA	NA	NA	foul	pass	foul
SL	4/16/2022	88.5	-1.73	6.00	Merryweather, Julian	542194	657240	hit_into_play	9	R	R	R	TOR	OAK	X	1	2	0.29	2.13	1	9	Top	3.49	1.60	89.6	2137	661759	53.84	67	8	Slider	5	5	5	5	5	5	5	215	-0.060	0.306	245	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
FF	4/16/2022	97.3	-1.78	5.98	Merryweather, Julian	665506	657240	hit_into_play	8	R	R	R	TOR	OAK	X	1	0	0.10	2.01	1	9	Top	3.47	1.59	97.7	2256	661759	53.92	68	2	4-Seam Fastball	5	5	5	5	7	5	7	215	-0.420	1.677	247	NA	NA	NA	NA	NA	NA	hit_into_play	pass	hit_into_play
CH	4/16/2022	81.0	-1.57	6.08	Merryweather, Julian	664913	657240	swinging_strike	4	R	L	R	TOR	OAK	S	2	2	-0.35	2.28	1	9	Top	3.41	1.56	81.5	1332	661759	53.86	69	5	Changeup	5	7	7	5	7	5	7	224	0.006	-0.134	252	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SL	4/16/2022	88.3	-1.76	6.05	Merryweather, Julian	640461	657240	foul	5	R	R	R	TOR	OAK	S	0	1	0.00	2.36	2	9	Top	3.47	1.59	88.2	2122	661759	53.96	70	2	Slider	5	7	7	5	7	5	7	141	0.000	-0.023	254	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	95.7	-1.88	6.01	Merryweather, Julian	640461	657240	swinging_strike	11	R	R	R	TOR	OAK	S	0	2	-0.33	3.78	2	9	Top	3.47	1.59	96.2	2158	661759	53.91	70	3	4-Seam Fastball	5	7	7	5	7	5	7	216	0.003	-0.059	255	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	87.3	-1.54	6.20	Trivino, Lou	669289	642152	foul	11	R	R	R	TOR	OAK	S	0	1	-1.25	2.42	0	9	Bot	3.30	1.50	86.8	1854	661759	54.24	72	2	Changeup	5	7	5	7	7	5	5	260	0.000	-0.080	262	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	87.8	-1.42	6.16	Trivino, Lou	669289	642152	swinging_strike_blocked	14	R	R	R	TOR	OAK	S	2	2	0.55	0.56	0	9	Bot	3.30	1.50	87.6	1903	661759	53.93	72	5	Changeup	5	7	5	7	7	5	5	261	-0.074	-0.336	265	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
SI	4/16/2022	95.7	-1.27	6.23	Trivino, Lou	543807	642152	swinging_strike	2	R	R	R	TOR	OAK	S	1	0	-0.04	2.93	1	9	Bot	3.49	1.60	95.7	1995	661759	54.24	73	2	Sinker	5	7	5	7	7	5	5	218	0.000	-0.058	267	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
SI	4/16/2022	96.9	-1.28	6.22	Trivino, Lou	543807	642152	foul	1	R	R	R	TOR	OAK	S	3	1	-0.78	3.05	1	9	Bot	3.49	1.60	96.6	1944	661759	54.28	73	5	Sinker	5	7	5	7	7	5	5	219	0.000	-0.099	270	NA	NA	NA	NA	NA	NA	foul	pass	foul
FF	4/16/2022	97.0	-1.28	6.20	Trivino, Lou	543807	642152	swinging_strike	12	R	R	R	TOR	OAK	S	3	2	0.90	3.45	1	9	Bot	3.49	1.60	96.9	2004	661759	54.15	73	6	4-Seam Fastball	5	7	5	7	7	5	5	218	-0.059	-0.355	271	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
CH	4/16/2022	89.4	-1.41	6.14	Trivino, Lou	606132	642152	swinging_strike_blocked	13	R	L	R	TOR	OAK	S	1	0	-0.28	0.45	2	9	Bot	3.49	1.60	88.9	1781	661759	54.28	74	2	Changeup	5	7	5	7	7	5	5	259	0.000	-0.053	273	NA	NA	NA	NA	NA	NA	swinging_strike_blocked	pass	swinging_strike
SI	4/16/2022	96.8	-1.31	6.13	Trivino, Lou	606132	642152	swinging_strike	5	R	L	R	TOR	OAK	S	2	1	0.21	2.28	2	9	Bot	3.49	1.60	97.0	2017	661759	53.97	74	4	Sinker	5	7	5	7	7	5	5	211	0.000	-0.074	275	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike
FF	4/16/2022	96.1	-1.39	6.17	Trivino, Lou	606132	642152	foul	11	R	L	R	TOR	OAK	S	2	2	-1.31	3.46	2	9	Bot	3.49	1.60	96.2	2002	661759	54.13	74	5	4-Seam Fastball	5	7	5	7	7	5	5	231	0.000	0.000	276	NA	NA	NA	NA	NA	NA	foul	pass	foul
CH	4/16/2022	87.4	-1.38	6.11	Trivino, Lou	606132	642152	swinging_strike	8	R	L	R	TOR	OAK	S	2	2	-0.09	2.12	2	9	Bot	3.49	1.60	87.4	1714	661759	53.92	74	6	Changeup	5	7	5	7	7	5	5	266	-0.046	-0.259	277	NA	NA	NA	NA	NA	NA	swinging_strike	pass	swinging_strike

Just the incorrect pitches with how umpire called it and the predicted outcome:

all_added %>% 
  filter(call == "fail") %>% 
  dplyr::select(id, description, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")

id	description	pred_outcome
1	ball	ball
3	ball	ball
12	called_strike	called_strike
20	ball	ball
42	called_strike	called_strike
51	called_strike	called_strike
54	called_strike	called_strike
58	called_strike	called_strike
75	called_strike	called_strike
84	called_strike	called_strike
95	called_strike	called_strike
112	called_strike	called_strike
131	called_strike	called_strike
136	called_strike	called_strike
144	called_strike	called_strike
149	called_strike	called_strike
177	called_strike	called_strike
193	called_strike	called_strike
197	ball	ball
204	ball	ball
215	ball	ball
217	ball	ball
219	called_strike	called_strike
222	called_strike	called_strike
226	called_strike	called_strike
227	ball	ball
237	called_strike	called_strike
250	ball	ball
261	called_strike	called_strike

Visualization of Model Predictions

All

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)

Faceted

all_added %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.5) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1) +
  facet_wrap(~pred_outcome)

Splitting this game into train and test data:

model_outcome3 <- rpart(description ~ outs_when_up + inning + bat_score + fld_score + balls + #true + ump_call +
                          strikes + plate_x + plate_z, 
                       data = train)
predictions_outcome3 <- as.data.frame(predict(model_outcome3, newdata = test))

# get the column names of the largest values
predictions_outcome3$highest<- (colnames(predictions_outcome3)[max.col(predictions_outcome3)])

# add in to data frame
test$pred_outcome <- predictions_outcome3$highest

test %>% 
  dplyr::select(id, description, balls, strikes, outs_when_up, inning, bat_score, fld_score, pred_outcome) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  scroll_box(height = "500px")

id	description	balls	strikes	outs_when_up	inning	bat_score	fld_score	pred_outcome
1	ball	0	0	0	1	0	0	ball
3	ball	2	0	0	1	0	0	called_strike
12	called_strike	1	2	2	1	0	0	ball
20	ball	0	0	1	1	1	0	called_strike
42	called_strike	0	0	0	2	1	3	ball
51	called_strike	2	0	1	2	1	3	called_strike
54	called_strike	0	0	1	2	1	3	called_strike
58	called_strike	0	0	2	2	1	3	ball
75	called_strike	0	0	0	3	1	5	called_strike
84	called_strike	1	1	2	3	1	5	ball
95	called_strike	0	0	0	4	1	5	ball
112	called_strike	0	0	0	5	5	2	called_strike
131	called_strike	0	0	2	5	2	5	ball
136	called_strike	0	0	0	6	5	2	ball
144	called_strike	0	0	2	6	5	2	ball
149	called_strike	1	0	0	6	2	5	ball
177	called_strike	0	0	1	7	5	5	ball
193	called_strike	0	0	2	7	5	5	ball
197	ball	0	1	0	8	5	5	foul
204	ball	3	2	1	8	5	5	ball
215	ball	0	0	2	8	5	5	called_strike
217	ball	0	0	0	8	5	5	ball
219	called_strike	1	1	0	8	5	5	ball
222	called_strike	3	2	0	8	5	5	ball
226	called_strike	1	2	1	8	5	5	ball
227	ball	0	0	2	8	5	5	ball
237	called_strike	1	2	0	9	5	5	ball
250	ball	1	1	1	9	7	5	foul
261	called_strike	0	0	0	9	5	7	ball

graph_3 <- test %>% 
  ggplot(aes(x = plate_x, y = plate_z, color = pred_outcome)) +
  geom_point(alpha = 0.8) +
  theme_bw() +
  add_zone() + coord_fixed(ratio = 1)
ggplotly(graph_3)

This is not a perfect model - it is not possible for an umpire to call a pitch (not hit) a foul, and some of the strikes are outside of the strike zone but they are close (since this is a generalized strike zone, not specific to each pitch, it is possible that the true strike zone is slightly different)

Further Application of These Results

Common Results of Each Count

The most frequent of each group is highlighted. This is looking at all of the data except the identified incorrect calls. A couple of them were tied for most frequent (those are specified below the table).

train %>% 
  group_by(balls, strikes, description) %>% 
  summarize(n()) %>% 
  kable %>% 
  kable_styling("striped") %>% 
  row_spec(c(1, 8, 14, 18, 24, 27, 29, 34, 38, 46, 47, 50, 55, 59), background = "skyblue") %>% 
  scroll_box(height = "500px")

balls	strikes	description	n()
0	0	ball	23
0	0	called_strike	17
0	0	foul	5
0	0	foul_bunt	1
0	0	hit_into_play	6
0	0	swinging_strike	4
0	0	swinging_strike_blocked	1
0	1	ball	19
0	1	blocked_ball	3
0	1	called_strike	2
0	1	foul	7
0	1	hit_into_play	6
0	1	swinging_strike	2
0	2	ball	8
0	2	foul	6
0	2	hit_into_play	2
0	2	swinging_strike	1
1	0	ball	8
1	0	called_strike	6
1	0	foul	2
1	0	hit_into_play	6
1	0	swinging_strike	4
1	0	swinging_strike_blocked	1
1	1	ball	13
1	1	called_strike	2
1	1	foul	4
1	1	hit_into_play	13
1	1	swinging_strike	2
1	2	ball	7
1	2	foul	1
1	2	hit_into_play	5
1	2	swinging_strike	2
1	2	swinging_strike_blocked	1
2	0	ball	3
2	0	called_strike	1
2	0	foul	1
2	0	hit_into_play	1
2	1	ball	6
2	1	called_strike	1
2	1	foul	1
2	1	hit_into_play	5
2	1	swinging_strike	4
2	2	ball	3
2	2	called_strike	1
2	2	foul	3
2	2	hit_into_play	4
2	2	swinging_strike	4
2	2	swinging_strike_blocked	1
3	0	ball	1
3	0	called_strike	2
3	0	foul	1
3	1	ball	1
3	1	called_strike	3
3	1	foul	1
3	1	hit_into_play	4
3	2	called_strike	1
3	2	foul	1
3	2	hit_into_play	1
3	2	swinging_strike	3

1-1 is tied between ball and hit_into_play for most frequently occurred. 2-2 tied between hit_into_play and swinging_strike. The majority of the time “ball” is the top result until you get to the 2-2 count and everything following that.

According to the predictive modeling, 17 of the incorrect calls happened during the top of the inning (while Tornoto was pitching), and 12 of the calls happened in the bottom of the inning (while Oakland was pitching).